Diversity and selection of superior algarrobos (Neltuma pallida) phenotypes in the natural dry forests of Peru for sustainable conservation and genetic improvement

1 Project Setup

library(corrplot)
library(heatmaply)
library(multcomp)
library(factoextra)
library(corrplot)
library(gridGraphics)
library(dplyr)
library(textshape)
library(googlesheets4)
library(cluster)
library(vegan)
library(webshot2)
library(htmlwidgets)
library(FactoMineR)
source("https://inkaverse.com/setup.r")
Project directory:  C:/Users/LENOVO/git/INIA_algarrobo 
CPU cores detected:  32 
CPU cores in use:  25 
─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.2 (2025-10-31 ucrt)
 os       Windows 11 x64 (build 26200)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Latin America.utf8
 ctype    Spanish_Latin America.utf8
 tz       America/Lima
 date     2025-11-04
 pandoc   3.6.3 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\Users\\LENOVO\\AppData\\Local\\Programs\\Quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 package       * version date (UTC) lib source
 abind           1.4-8   2024-09-12 [1] CRAN (R 4.5.0)
 agricolae       1.3-7   2023-10-22 [1] CRAN (R 4.5.1)
 AlgDesign       1.2.1.2 2025-04-06 [1] CRAN (R 4.5.0)
 askpass         1.2.1   2024-10-04 [1] CRAN (R 4.5.0)
 assertthat      0.2.1   2019-03-21 [1] CRAN (R 4.5.0)
 boot            1.3-32  2025-08-29 [1] CRAN (R 4.5.1)
 ca              0.71.1  2020-01-24 [1] CRAN (R 4.5.0)
 cachem          1.1.0   2024-05-16 [1] CRAN (R 4.5.0)
 car           * 3.1-3   2024-09-27 [1] CRAN (R 4.5.0)
 carData       * 3.0-5   2022-01-06 [1] CRAN (R 4.5.0)
 cellranger      1.1.0   2016-07-27 [1] CRAN (R 4.5.0)
 chromote        0.5.1   2025-04-24 [1] CRAN (R 4.5.0)
 cli             3.6.5   2025-04-23 [1] CRAN (R 4.5.0)
 cluster       * 2.1.8.1 2025-03-12 [2] CRAN (R 4.5.2)
 codetools       0.2-20  2024-03-31 [2] CRAN (R 4.5.2)
 coro            1.1.0   2024-11-05 [1] CRAN (R 4.5.1)
 corrplot      * 0.95    2024-10-14 [1] CRAN (R 4.5.0)
 cowplot       * 1.2.0   2025-07-07 [1] CRAN (R 4.5.1)
 curl            7.0.0   2025-08-19 [1] CRAN (R 4.5.1)
 data.table      1.17.8  2025-07-10 [1] CRAN (R 4.5.1)
 dendextend      1.19.1  2025-07-15 [1] CRAN (R 4.5.1)
 devtools      * 2.4.6   2025-10-03 [1] CRAN (R 4.5.2)
 digest          0.6.37  2024-08-19 [1] CRAN (R 4.5.0)
 dplyr         * 1.1.4   2023-11-17 [1] CRAN (R 4.5.0)
 DT              0.34.0  2025-09-02 [1] CRAN (R 4.5.1)
 ellipsis        0.3.2   2021-04-29 [1] CRAN (R 4.5.0)
 ellmer          0.3.2   2025-09-03 [1] CRAN (R 4.5.1)
 emmeans       * 2.0.0   2025-10-29 [1] CRAN (R 4.5.1)
 estimability    1.5.1   2024-05-12 [1] CRAN (R 4.5.0)
 evaluate        1.0.5   2025-08-27 [1] CRAN (R 4.5.1)
 factoextra    * 1.0.7   2020-04-01 [1] CRAN (R 4.5.0)
 FactoMineR    * 2.12    2025-07-23 [1] CRAN (R 4.5.1)
 farver          2.1.2   2024-05-13 [1] CRAN (R 4.5.0)
 fastmap         1.2.0   2024-05-15 [1] CRAN (R 4.5.0)
 flashClust      1.01-2  2012-08-21 [1] CRAN (R 4.5.0)
 forcats       * 1.0.1   2025-09-25 [1] CRAN (R 4.5.1)
 foreach         1.5.2   2022-02-02 [1] CRAN (R 4.5.0)
 Formula         1.2-5   2023-02-24 [1] CRAN (R 4.5.0)
 fs              1.6.6   2025-04-12 [1] CRAN (R 4.5.0)
 gargle          1.6.0   2025-09-03 [1] CRAN (R 4.5.1)
 generics        0.1.4   2025-05-09 [1] CRAN (R 4.5.0)
 ggplot2       * 4.0.0   2025-09-11 [1] CRAN (R 4.5.1)
 ggrepel         0.9.6   2024-09-07 [1] CRAN (R 4.5.0)
 glue            1.8.0   2024-09-30 [1] CRAN (R 4.5.0)
 googledrive   * 2.1.2   2025-09-10 [1] CRAN (R 4.5.1)
 googlesheets4 * 1.1.2   2025-09-03 [1] CRAN (R 4.5.1)
 gridExtra       2.3     2017-09-09 [1] CRAN (R 4.5.0)
 gridGraphics  * 0.5-1   2020-12-13 [1] CRAN (R 4.5.0)
 gtable          0.3.6   2024-10-25 [1] CRAN (R 4.5.0)
 heatmaply     * 1.6.0   2025-07-12 [1] CRAN (R 4.5.1)
 hms             1.1.4   2025-10-17 [1] CRAN (R 4.5.1)
 htmltools       0.5.8.1 2024-04-04 [1] CRAN (R 4.5.0)
 htmlwidgets   * 1.6.4   2023-12-06 [1] CRAN (R 4.5.0)
 httpuv          1.6.16  2025-04-16 [1] CRAN (R 4.5.0)
 httr            1.4.7   2023-08-15 [1] CRAN (R 4.5.0)
 httr2           1.2.1   2025-07-22 [1] CRAN (R 4.5.1)
 huito         * 0.2.6   2025-10-18 [1] local
 inti          * 0.6.9   2025-10-17 [1] CRAN (R 4.5.2)
 iterators       1.0.14  2022-02-05 [1] CRAN (R 4.5.0)
 jsonlite        2.0.0   2025-03-27 [1] CRAN (R 4.5.1)
 knitr         * 1.50    2025-03-16 [1] CRAN (R 4.5.0)
 later           1.4.4   2025-08-27 [1] CRAN (R 4.5.1)
 lattice         0.22-7  2025-04-02 [2] CRAN (R 4.5.2)
 lazyeval        0.2.2   2019-03-15 [1] CRAN (R 4.5.0)
 leaps           3.2     2024-06-10 [1] CRAN (R 4.5.0)
 lifecycle       1.0.4   2023-11-07 [1] CRAN (R 4.5.0)
 lme4          * 1.1-37  2025-03-26 [1] CRAN (R 4.5.0)
 lubridate     * 1.9.4   2024-12-08 [1] CRAN (R 4.5.0)
 magick        * 2.9.0   2025-09-08 [1] CRAN (R 4.5.1)
 magrittr        2.0.4   2025-09-12 [1] CRAN (R 4.5.1)
 MASS          * 7.3-65  2025-02-28 [2] CRAN (R 4.5.2)
 Matrix        * 1.7-4   2025-08-28 [1] CRAN (R 4.5.1)
 memoise         2.0.1   2021-11-26 [1] CRAN (R 4.5.0)
 mgcv            1.9-3   2025-04-04 [2] CRAN (R 4.5.2)
 mime            0.13    2025-03-17 [1] CRAN (R 4.5.0)
 minqa           1.2.8   2024-08-17 [1] CRAN (R 4.5.0)
 mnormt          2.1.1   2022-09-26 [1] CRAN (R 4.5.0)
 multcomp      * 1.4-29  2025-10-20 [1] CRAN (R 4.5.1)
 multcompView    0.1-10  2024-03-08 [1] CRAN (R 4.5.0)
 mvtnorm       * 1.3-3   2025-01-10 [1] CRAN (R 4.5.0)
 nlme            3.1-168 2025-03-31 [2] CRAN (R 4.5.2)
 nloptr          2.2.1   2025-03-17 [1] CRAN (R 4.5.0)
 openssl         2.3.4   2025-09-30 [1] CRAN (R 4.5.1)
 otel            0.2.0   2025-08-29 [1] CRAN (R 4.5.1)
 permute       * 0.9-8   2025-06-25 [1] CRAN (R 4.5.0)
 pillar          1.11.1  2025-09-17 [1] CRAN (R 4.5.1)
 pkgbuild        1.4.8   2025-05-26 [1] CRAN (R 4.5.0)
 pkgconfig       2.0.3   2019-09-22 [1] CRAN (R 4.5.0)
 pkgload         1.4.1   2025-09-23 [1] CRAN (R 4.5.1)
 plotly        * 4.11.0  2025-06-19 [1] CRAN (R 4.5.0)
 processx        3.8.6   2025-02-21 [1] CRAN (R 4.5.0)
 promises        1.5.0   2025-11-01 [1] CRAN (R 4.5.2)
 ps              1.9.1   2025-04-12 [1] CRAN (R 4.5.0)
 psych         * 2.5.6   2025-06-23 [1] CRAN (R 4.5.0)
 purrr         * 1.1.0   2025-07-10 [1] CRAN (R 4.5.1)
 R6              2.6.1   2025-02-15 [1] CRAN (R 4.5.0)
 rappdirs        0.3.3   2021-01-31 [1] CRAN (R 4.5.0)
 rbibutils       2.3     2024-10-04 [1] CRAN (R 4.5.0)
 RColorBrewer    1.1-3   2022-04-03 [1] CRAN (R 4.5.0)
 Rcpp            1.1.0   2025-07-02 [1] CRAN (R 4.5.1)
 Rdpack          2.6.4   2025-04-09 [1] CRAN (R 4.5.0)
 readr         * 2.1.5   2024-01-10 [1] CRAN (R 4.5.0)
 reformulas      0.4.2   2025-10-28 [1] CRAN (R 4.5.1)
 registry        0.5-1   2019-03-05 [1] CRAN (R 4.5.0)
 remotes         2.5.0   2024-03-17 [1] CRAN (R 4.5.0)
 RhpcBLASctl   * 0.23-42 2023-02-11 [1] CRAN (R 4.5.0)
 rlang           1.1.6   2025-04-11 [1] CRAN (R 4.5.0)
 rmarkdown       2.30    2025-09-28 [1] CRAN (R 4.5.1)
 rstudioapi      0.17.1  2024-10-22 [1] CRAN (R 4.5.0)
 S7              0.2.0   2024-11-07 [1] CRAN (R 4.5.1)
 sandwich        3.1-1   2024-09-15 [1] CRAN (R 4.5.0)
 scales          1.4.0   2025-04-24 [1] CRAN (R 4.5.0)
 scatterplot3d   0.3-44  2023-05-05 [1] CRAN (R 4.5.0)
 seriation       1.5.8   2025-08-20 [1] CRAN (R 4.5.1)
 sessioninfo   * 1.2.3   2025-02-05 [1] CRAN (R 4.5.0)
 shiny         * 1.11.1  2025-07-03 [1] CRAN (R 4.5.1)
 showtext        0.9-7   2024-03-02 [1] CRAN (R 4.5.0)
 showtextdb      3.0     2020-06-04 [1] CRAN (R 4.5.0)
 stringi         1.8.7   2025-03-27 [1] CRAN (R 4.5.0)
 stringr       * 1.5.2   2025-09-08 [1] CRAN (R 4.5.1)
 survival      * 3.8-3   2024-12-17 [2] CRAN (R 4.5.2)
 sysfonts        0.8.9   2024-03-02 [1] CRAN (R 4.5.0)
 textshape     * 1.7.5   2024-04-01 [1] CRAN (R 4.5.0)
 TH.data       * 1.1-4   2025-09-02 [1] CRAN (R 4.5.1)
 tibble        * 3.3.0   2025-06-08 [1] CRAN (R 4.5.0)
 tidyr         * 1.3.1   2024-01-24 [1] CRAN (R 4.5.0)
 tidyselect      1.2.1   2024-03-11 [1] CRAN (R 4.5.0)
 tidyverse     * 2.0.0   2023-02-22 [1] CRAN (R 4.5.1)
 timechange      0.3.0   2024-01-18 [1] CRAN (R 4.5.0)
 TSP             1.2-5   2025-05-27 [1] CRAN (R 4.5.0)
 tzdb            0.5.0   2025-03-15 [1] CRAN (R 4.5.0)
 usethis       * 3.2.1   2025-09-06 [1] CRAN (R 4.5.1)
 vctrs           0.6.5   2023-12-01 [1] CRAN (R 4.5.0)
 vegan         * 2.7-2   2025-10-08 [1] CRAN (R 4.5.1)
 viridis       * 0.6.5   2024-01-29 [1] CRAN (R 4.5.0)
 viridisLite   * 0.4.2   2023-05-02 [1] CRAN (R 4.5.0)
 webshot         0.5.5   2023-06-26 [1] CRAN (R 4.5.0)
 webshot2      * 0.1.2   2025-04-23 [1] CRAN (R 4.5.0)
 websocket       1.4.4   2025-04-10 [1] CRAN (R 4.5.0)
 withr           3.0.2   2024-10-28 [1] CRAN (R 4.5.0)
 xfun            0.54    2025-10-30 [1] CRAN (R 4.5.2)
 xtable          1.8-4   2019-04-21 [1] CRAN (R 4.5.0)
 yaml            2.3.10  2024-07-26 [1] CRAN (R 4.5.0)
 zoo             1.8-14  2025-04-10 [1] CRAN (R 4.5.0)

 [1] C:/Users/LENOVO/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.2/library
 * ── Packages attached to the search path.

──────────────────────────────────────────────────────────────────────────────
set.seed(2025)
cat("Project: ", getwd(), "\n")
Project:  C:/Users/LENOVO/git/INIA_algarrobo 
session_info()
─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.2 (2025-10-31 ucrt)
 os       Windows 11 x64 (build 26200)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Latin America.utf8
 ctype    Spanish_Latin America.utf8
 tz       America/Lima
 date     2025-11-04
 pandoc   3.6.3 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\Users\\LENOVO\\AppData\\Local\\Programs\\Quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 package       * version date (UTC) lib source
 abind           1.4-8   2024-09-12 [1] CRAN (R 4.5.0)
 agricolae       1.3-7   2023-10-22 [1] CRAN (R 4.5.1)
 AlgDesign       1.2.1.2 2025-04-06 [1] CRAN (R 4.5.0)
 askpass         1.2.1   2024-10-04 [1] CRAN (R 4.5.0)
 assertthat      0.2.1   2019-03-21 [1] CRAN (R 4.5.0)
 boot            1.3-32  2025-08-29 [1] CRAN (R 4.5.1)
 ca              0.71.1  2020-01-24 [1] CRAN (R 4.5.0)
 cachem          1.1.0   2024-05-16 [1] CRAN (R 4.5.0)
 car           * 3.1-3   2024-09-27 [1] CRAN (R 4.5.0)
 carData       * 3.0-5   2022-01-06 [1] CRAN (R 4.5.0)
 cellranger      1.1.0   2016-07-27 [1] CRAN (R 4.5.0)
 chromote        0.5.1   2025-04-24 [1] CRAN (R 4.5.0)
 cli             3.6.5   2025-04-23 [1] CRAN (R 4.5.0)
 cluster       * 2.1.8.1 2025-03-12 [2] CRAN (R 4.5.2)
 codetools       0.2-20  2024-03-31 [2] CRAN (R 4.5.2)
 coro            1.1.0   2024-11-05 [1] CRAN (R 4.5.1)
 corrplot      * 0.95    2024-10-14 [1] CRAN (R 4.5.0)
 cowplot       * 1.2.0   2025-07-07 [1] CRAN (R 4.5.1)
 curl            7.0.0   2025-08-19 [1] CRAN (R 4.5.1)
 data.table      1.17.8  2025-07-10 [1] CRAN (R 4.5.1)
 dendextend      1.19.1  2025-07-15 [1] CRAN (R 4.5.1)
 devtools      * 2.4.6   2025-10-03 [1] CRAN (R 4.5.2)
 digest          0.6.37  2024-08-19 [1] CRAN (R 4.5.0)
 dplyr         * 1.1.4   2023-11-17 [1] CRAN (R 4.5.0)
 DT              0.34.0  2025-09-02 [1] CRAN (R 4.5.1)
 ellipsis        0.3.2   2021-04-29 [1] CRAN (R 4.5.0)
 ellmer          0.3.2   2025-09-03 [1] CRAN (R 4.5.1)
 emmeans       * 2.0.0   2025-10-29 [1] CRAN (R 4.5.1)
 estimability    1.5.1   2024-05-12 [1] CRAN (R 4.5.0)
 evaluate        1.0.5   2025-08-27 [1] CRAN (R 4.5.1)
 factoextra    * 1.0.7   2020-04-01 [1] CRAN (R 4.5.0)
 FactoMineR    * 2.12    2025-07-23 [1] CRAN (R 4.5.1)
 farver          2.1.2   2024-05-13 [1] CRAN (R 4.5.0)
 fastmap         1.2.0   2024-05-15 [1] CRAN (R 4.5.0)
 flashClust      1.01-2  2012-08-21 [1] CRAN (R 4.5.0)
 forcats       * 1.0.1   2025-09-25 [1] CRAN (R 4.5.1)
 foreach         1.5.2   2022-02-02 [1] CRAN (R 4.5.0)
 Formula         1.2-5   2023-02-24 [1] CRAN (R 4.5.0)
 fs              1.6.6   2025-04-12 [1] CRAN (R 4.5.0)
 gargle          1.6.0   2025-09-03 [1] CRAN (R 4.5.1)
 generics        0.1.4   2025-05-09 [1] CRAN (R 4.5.0)
 ggplot2       * 4.0.0   2025-09-11 [1] CRAN (R 4.5.1)
 ggrepel         0.9.6   2024-09-07 [1] CRAN (R 4.5.0)
 glue            1.8.0   2024-09-30 [1] CRAN (R 4.5.0)
 googledrive   * 2.1.2   2025-09-10 [1] CRAN (R 4.5.1)
 googlesheets4 * 1.1.2   2025-09-03 [1] CRAN (R 4.5.1)
 gridExtra       2.3     2017-09-09 [1] CRAN (R 4.5.0)
 gridGraphics  * 0.5-1   2020-12-13 [1] CRAN (R 4.5.0)
 gtable          0.3.6   2024-10-25 [1] CRAN (R 4.5.0)
 heatmaply     * 1.6.0   2025-07-12 [1] CRAN (R 4.5.1)
 hms             1.1.4   2025-10-17 [1] CRAN (R 4.5.1)
 htmltools       0.5.8.1 2024-04-04 [1] CRAN (R 4.5.0)
 htmlwidgets   * 1.6.4   2023-12-06 [1] CRAN (R 4.5.0)
 httpuv          1.6.16  2025-04-16 [1] CRAN (R 4.5.0)
 httr            1.4.7   2023-08-15 [1] CRAN (R 4.5.0)
 httr2           1.2.1   2025-07-22 [1] CRAN (R 4.5.1)
 huito         * 0.2.6   2025-10-18 [1] local
 inti          * 0.6.9   2025-10-17 [1] CRAN (R 4.5.2)
 iterators       1.0.14  2022-02-05 [1] CRAN (R 4.5.0)
 jsonlite        2.0.0   2025-03-27 [1] CRAN (R 4.5.1)
 knitr         * 1.50    2025-03-16 [1] CRAN (R 4.5.0)
 later           1.4.4   2025-08-27 [1] CRAN (R 4.5.1)
 lattice         0.22-7  2025-04-02 [2] CRAN (R 4.5.2)
 lazyeval        0.2.2   2019-03-15 [1] CRAN (R 4.5.0)
 leaps           3.2     2024-06-10 [1] CRAN (R 4.5.0)
 lifecycle       1.0.4   2023-11-07 [1] CRAN (R 4.5.0)
 lme4          * 1.1-37  2025-03-26 [1] CRAN (R 4.5.0)
 lubridate     * 1.9.4   2024-12-08 [1] CRAN (R 4.5.0)
 magick        * 2.9.0   2025-09-08 [1] CRAN (R 4.5.1)
 magrittr        2.0.4   2025-09-12 [1] CRAN (R 4.5.1)
 MASS          * 7.3-65  2025-02-28 [2] CRAN (R 4.5.2)
 Matrix        * 1.7-4   2025-08-28 [1] CRAN (R 4.5.1)
 memoise         2.0.1   2021-11-26 [1] CRAN (R 4.5.0)
 mgcv            1.9-3   2025-04-04 [2] CRAN (R 4.5.2)
 mime            0.13    2025-03-17 [1] CRAN (R 4.5.0)
 minqa           1.2.8   2024-08-17 [1] CRAN (R 4.5.0)
 mnormt          2.1.1   2022-09-26 [1] CRAN (R 4.5.0)
 multcomp      * 1.4-29  2025-10-20 [1] CRAN (R 4.5.1)
 multcompView    0.1-10  2024-03-08 [1] CRAN (R 4.5.0)
 mvtnorm       * 1.3-3   2025-01-10 [1] CRAN (R 4.5.0)
 nlme            3.1-168 2025-03-31 [2] CRAN (R 4.5.2)
 nloptr          2.2.1   2025-03-17 [1] CRAN (R 4.5.0)
 openssl         2.3.4   2025-09-30 [1] CRAN (R 4.5.1)
 otel            0.2.0   2025-08-29 [1] CRAN (R 4.5.1)
 permute       * 0.9-8   2025-06-25 [1] CRAN (R 4.5.0)
 pillar          1.11.1  2025-09-17 [1] CRAN (R 4.5.1)
 pkgbuild        1.4.8   2025-05-26 [1] CRAN (R 4.5.0)
 pkgconfig       2.0.3   2019-09-22 [1] CRAN (R 4.5.0)
 pkgload         1.4.1   2025-09-23 [1] CRAN (R 4.5.1)
 plotly        * 4.11.0  2025-06-19 [1] CRAN (R 4.5.0)
 processx        3.8.6   2025-02-21 [1] CRAN (R 4.5.0)
 promises        1.5.0   2025-11-01 [1] CRAN (R 4.5.2)
 ps              1.9.1   2025-04-12 [1] CRAN (R 4.5.0)
 psych         * 2.5.6   2025-06-23 [1] CRAN (R 4.5.0)
 purrr         * 1.1.0   2025-07-10 [1] CRAN (R 4.5.1)
 R6              2.6.1   2025-02-15 [1] CRAN (R 4.5.0)
 rappdirs        0.3.3   2021-01-31 [1] CRAN (R 4.5.0)
 rbibutils       2.3     2024-10-04 [1] CRAN (R 4.5.0)
 RColorBrewer    1.1-3   2022-04-03 [1] CRAN (R 4.5.0)
 Rcpp            1.1.0   2025-07-02 [1] CRAN (R 4.5.1)
 Rdpack          2.6.4   2025-04-09 [1] CRAN (R 4.5.0)
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 [1] C:/Users/LENOVO/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.2/library
 * ── Packages attached to the search path.

──────────────────────────────────────────────────────────────────────────────

2 Import data

The data were obtained from the field records of the biological and dasometric evaluation of Neltuma pallida populations, used to support the identification and characterization of superior phenotypes.

url <- "https://docs.google.com/spreadsheets/d/19zJF9ti9AQhOCTenP6UqL0jA8Anl1s0r0ld-xzrR-PY/edit?gid=1347114226#gid=1347114226"

gs <- url %>%
  as_sheets_id()

datos <- gs %>%
  range_read("total") %>%
  mutate(
    Forma_arbol_descripcion = case_when(
      Forma_arbol == 3 ~ "Single-stemmed trees",
      Forma_arbol == 2 ~ "Intermediate trees",
      Forma_arbol == 1 ~ "Multi-stemmed trees",
      TRUE ~ NA_character_
    ),
    Calidad_tronco_descripcion = case_when(
      Calidad_tronco == 3 ~ "High-quality tree, free of defects or with minimal defects",
      Calidad_tronco == 2 ~ "Moderate-quality tree with defects",
      Calidad_tronco == 1 ~ "Poor-quality tree with significant defects",
      TRUE ~ NA_character_
    ),
    Produccion_frutos_descripcion = case_when(
      Produccion_frutos == 4 ~ "Trees bearing fruit on 100% of branches",
      Produccion_frutos == 3 ~ "Trees bearing fruit on up to 75% of branches",
      Produccion_frutos == 2 ~ "Trees bearing fruit on up to 50% of branches",
      Produccion_frutos == 1 ~ "Trees bearing fruit on up to 25% of branches",
      Produccion_frutos == 0 ~ "Trees without fruit",
      TRUE ~ NA_character_
    ),
    Calidad_frutos_descripcion = case_when(
      Calidad_frutos == 3 ~ "Trees with very sweet fruit",
      Calidad_frutos == 2 ~ "Trees with sweet fruit",
      Calidad_frutos == 1 ~ "Trees with bitter fruit",
      Calidad_frutos == 0 ~ "Trees with very bitter fruit",
      TRUE ~ NA_character_
    ),
    Calidad_follaje_descripcion = case_when(
      Calidad_follaje == 3 ~ "Trees with foliage on all branches",
      Calidad_follaje == 2 ~ "Trees with foliage on up to two-thirds of branches",
      Calidad_follaje == 1 ~ "Trees with foliage on up to one-third of branches",
      TRUE ~ NA_character_
    ),
    Bifurcacion_descripcion = case_when(
      Bifurcacion == 3 ~ "No evidence of bifurcation",
      Bifurcacion == 2 ~ "Forked at breast height (DBH)",
      Bifurcacion == 1 ~ "Presence of bifurcation below breast height (DBH)",
      TRUE ~ NA_character_
    )
  ) %>%
  select(
    Individuo, Depart, Provincia, Distrito, Localidad, Estación, Cuenca,
    DAP, Diam_copa, Altura_ram, Altura_total, Num_ramas_XX,
    Forma_arbol, Forma_arbol_descripcion,
    Calidad_tronco, Calidad_tronco_descripcion,
    Produccion_frutos, Produccion_frutos_descripcion,
    Calidad_frutos, Calidad_frutos_descripcion,
    Calidad_follaje, Calidad_follaje_descripcion,
    Bifurcacion, Bifurcacion_descripcion,
    `fito_IIhEd _k`:Parasitos_XX, Carbonatos:Suelo
  ) %>%
  mutate(
    across(c(Individuo, Depart, Provincia, Distrito, Localidad, Estación, Cuenca), as.factor),
    across(c(Forma_arbol:Parasitos_XX, Suelo), as.factor)
  ) %>%
  rename(
    Individual = Individuo,
    Departament = Depart,
    Province = Provincia,
    District = Distrito,
    Locality = Localidad,
    Station = Estación,
    Basin = Cuenca,
    DBH = DAP,
    `Forking` = Bifurcacion,
    `Crown diameter` = Diam_copa,
    `Branch height` = Altura_ram,
    `Total height` = Altura_total,
    `Number of branches` = Num_ramas_XX,
    `Tree form` = Forma_arbol,
    `Tree form description` = Forma_arbol_descripcion,
    `Trunk quality` = Calidad_tronco,
    `Trunk quality description` = Calidad_tronco_descripcion,
    `Fruit production` = Produccion_frutos,
    `Fruit production description` = Produccion_frutos_descripcion,
    `Fruit quality` = Calidad_frutos,
    `Fruit quality description` = Calidad_frutos_descripcion,
    `Foliage quality` = Calidad_follaje,
    `Foliage quality description` = Calidad_follaje_descripcion,
    `Forking description` = Bifurcacion_descripcion
  )

names(datos)
##  [1] "Individual"                   "Departament"                 
##  [3] "Province"                     "District"                    
##  [5] "Locality"                     "Station"                     
##  [7] "Basin"                        "DBH"                         
##  [9] "Crown diameter"               "Branch height"               
## [11] "Total height"                 "Number of branches"          
## [13] "Tree form"                    "Tree form description"       
## [15] "Trunk quality"                "Trunk quality description"   
## [17] "Fruit production"             "Fruit production description"
## [19] "Fruit quality"                "Fruit quality description"   
## [21] "Foliage quality"              "Foliage quality description" 
## [23] "Forking"                      "Forking description"         
## [25] "fito_IIhEd _k"                "fito_IIhHt_l"                
## [27] "fito_IIhM_m"                  "fito_IItM_n"                 
## [29] "fito_IItcbB_o_XX"             "fito_IItssHC_p_XX"           
## [31] "fito_IIrssHC_q_XX"            "fito_PsCh_r"                 
## [33] "fito_PsAh_s_XX"               "fito_PsLtr_t"                
## [35] "Parasitos_XX"                 "Carbonatos"                  
## [37] "CE"                           "Fosforo"                     
## [39] "Mat_Org"                      "Nitrogeno"                   
## [41] "Potasio"                      "pH"                          
## [43] "Suelo"

str(datos)
## tibble [631 × 43] (S3: tbl_df/tbl/data.frame)
##  $ Individual                  : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ Departament                 : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Province                    : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ District                    : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Locality                    : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ Station                     : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Basin                       : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ DBH                         : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter              : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Branch height               : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ Total height                : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Number of branches          : num [1:631] 6 8 10 8 6 10 8 5 5 6 ...
##  $ Tree form                   : Factor w/ 3 levels "1","2","3": 3 3 3 1 2 2 2 2 2 2 ...
##  $ Tree form description       : Factor w/ 3 levels "Intermediate trees",..: 3 3 3 2 1 1 1 1 1 1 ...
##  $ Trunk quality               : Factor w/ 3 levels "1","2","3": 2 2 1 2 1 1 2 2 2 2 ...
##  $ Trunk quality description   : Factor w/ 3 levels "High-quality tree, free of defects or with minimal defects",..: 2 2 3 2 3 3 2 2 2 2 ...
##  $ Fruit production            : Factor w/ 5 levels "0","1","2","3",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit production description: Factor w/ 5 levels "Trees bearing fruit on 100% of branches",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ Fruit quality               : Factor w/ 4 levels "0","1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality description   : Factor w/ 4 levels "Trees with bitter fruit",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ Foliage quality             : Factor w/ 3 levels "1","2","3": 1 2 2 1 1 1 2 2 2 2 ...
##  $ Foliage quality description : Factor w/ 3 levels "Trees with foliage on all branches",..: 2 3 3 2 2 2 3 3 3 3 ...
##  $ Forking                     : Factor w/ 3 levels "1","2","3": 3 3 3 2 2 3 3 3 3 3 ...
##  $ Forking description         : Factor w/ 3 levels "Forked at breast height (DBH)",..: 2 2 2 1 1 2 2 2 2 2 ...
##  $ fito_IIhEd _k               : Factor w/ 7 levels "4","5","6","7",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhHt_l                : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhM_m                 : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItM_n                 : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItcbB_o_XX            : Factor w/ 2 levels "3","4": NA 1 NA NA NA NA NA NA NA NA ...
##  $ fito_IItssHC_p_XX           : Factor w/ 3 levels "2","3","4": NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIrssHC_q_XX           : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsCh_r                 : Factor w/ 4 levels "2","3","4","5": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsAh_s_XX              : Factor w/ 5 levels "0","2","3","4",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_PsLtr_t                : Factor w/ 3 levels "3","4","5": NA 1 NA NA NA NA NA NA NA NA ...
##  $ Parasitos_XX                : Factor w/ 1 level "Loranthaceae": NA NA NA NA NA NA NA NA NA NA ...
##  $ Carbonatos                  : num [1:631] 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 ...
##  $ CE                          : num [1:631] 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 ...
##  $ Fosforo                     : num [1:631] 38.1 38.1 38.1 38.1 38.1 ...
##  $ Mat_Org                     : num [1:631] 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 ...
##  $ Nitrogeno                   : num [1:631] 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 ...
##  $ Potasio                     : num [1:631] 267 267 267 267 267 ...
##  $ pH                          : num [1:631] 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 ...
##  $ Suelo                       : Factor w/ 2 levels "Arenoso","Franco Arenoso": 2 2 2 2 2 2 2 2 2 2 ...

summary(datos)
##    Individual  Departament                   Province  
##  BOSQ_1 :  1   Piura :357   Contralmirante Villar:122  
##  BOSQ_10:  1   Tumbes:274   Morropón             :223  
##  BOSQ_11:  1                Piura                : 55  
##  BOSQ_12:  1                Sullana              : 79  
##  BOSQ_13:  1                Tumbes               :152  
##  BOSQ_14:  1                                           
##  (Other):625                                           
##                   District         Locality      Station   
##  La Matanza           :136   INIA      : 81   EM 01  : 81  
##  Zorritos             :122   SENASA    : 74   EM 06  : 74  
##  Chulucanas           : 87   Rica playa: 71   EM 02  : 71  
##  Corrales             : 81   Monte Azul: 56   EM 12  : 56  
##  San Jacinto          : 71   Kurt Beer : 55   EM 07  : 55  
##  Veintiséis de Octubre: 55   Pedregal  : 52   EM 04  : 52  
##  (Other)              : 79   (Other)   :242   (Other):242  
##                Basin          DBH         Crown diameter   Branch height   
##  Cuenca Bocapán   : 96   Min.   : 10.19   Min.   : 1.700   Min.   : 0.150  
##  Cuenca Chira     : 79   1st Qu.: 16.55   1st Qu.: 6.475   1st Qu.: 1.700  
##  Cuenca Piura     :278   Median : 24.51   Median : 8.850   Median : 2.100  
##  Cuenca Tumbes    : 71   Mean   : 30.78   Mean   :10.014   Mean   : 2.622  
##  Intercuenca 13939:107   3rd Qu.: 40.66   3rd Qu.:13.025   3rd Qu.: 3.400  
##                          Max.   :150.24   Max.   :48.800   Max.   :11.100  
##                                                                            
##   Total height    Number of branches Tree form          Tree form description
##  Min.   : 3.200   Min.   : 2.000     1:195     Intermediate trees  :239      
##  1st Qu.: 7.500   1st Qu.: 4.000     2:239     Multi-stemmed trees :195      
##  Median : 9.500   Median : 5.000     3:197     Single-stemmed trees:197      
##  Mean   : 9.729   Mean   : 5.798                                             
##  3rd Qu.:11.950   3rd Qu.: 7.000                                             
##  Max.   :28.000   Max.   :16.000                                             
##                   NA's   :359                                                
##  Trunk quality
##  1:188        
##  2:248        
##  3:195        
##               
##               
##               
##               
##                                               Trunk quality description
##  High-quality tree, free of defects or with minimal defects:195        
##  Moderate-quality tree with defects                        :248        
##  Poor-quality tree with significant defects                :188        
##                                                                        
##                                                                        
##                                                                        
##                                                                        
##  Fruit production                               Fruit production description
##  0:332            Trees bearing fruit on 100% of branches     : 37          
##  1: 93            Trees bearing fruit on up to 25% of branches: 93          
##  2:117            Trees bearing fruit on up to 50% of branches:117          
##  3: 52            Trees bearing fruit on up to 75% of branches: 52          
##  4: 37            Trees without fruit                         :332          
##                                                                             
##                                                                             
##  Fruit quality                Fruit quality description Foliage quality
##  0:337         Trees with bitter fruit     : 14         1:139          
##  1: 14         Trees with sweet fruit      :223         2:265          
##  2:223         Trees with very bitter fruit:337         3:227          
##  3: 57         Trees with very sweet fruit : 57                        
##                                                                        
##                                                                        
##                                                                        
##                                      Foliage quality description Forking
##  Trees with foliage on all branches                :227          1: 25  
##  Trees with foliage on up to one-third of branches :139          2: 82  
##  Trees with foliage on up to two-thirds of branches:265          3:524  
##                                                                         
##                                                                         
##                                                                         
##                                                                         
##                                         Forking description fito_IIhEd _k
##  Forked at breast height (DBH)                    : 82      8      : 12  
##  No evidence of bifurcation                       :524      9      : 10  
##  Presence of bifurcation below breast height (DBH): 25      10     :  9  
##                                                             6      :  5  
##                                                             4      :  2  
##                                                             (Other):  2  
##                                                             NA's   :591  
##   fito_IIhHt_l  fito_IIhM_m  fito_IItM_n fito_IItcbB_o_XX fito_IItssHC_p_XX
##  8      : 13   9      : 11   3   :  2    3   :  3         2   :  1         
##  10     : 11   10     : 10   4   : 38    4   : 20         3   :  1         
##  9      :  7   8      :  9   NA's:591    NA's:608         4   : 21         
##  7      :  3   5      :  4                                NA's:608         
##  4      :  2   7      :  3                                                 
##  (Other):  4   (Other):  3                                                 
##  NA's   :591   NA's   :591                                                 
##  fito_IIrssHC_q_XX fito_PsCh_r fito_PsAh_s_XX fito_PsLtr_t       Parasitos_XX
##  3   :  1          2   :  1    0   :  1       3   : 14     Loranthaceae: 48  
##  4   : 22          3   :  8    2   :  1       4   :  6     NA's        :583  
##  NA's:608          4   :  5    3   :  3       5   : 20                       
##                    5   : 26    4   :  3       NA's:591                       
##                    NA's:591    5   : 16                                      
##                                NA's:607                                      
##                                                                              
##    Carbonatos           CE            Fosforo          Mat_Org     
##  Min.   :0.0900   Min.   :0.0310   Min.   :  8.42   Min.   :0.190  
##  1st Qu.:0.0900   1st Qu.:0.1110   1st Qu.: 27.82   1st Qu.:0.480  
##  Median :1.2700   Median :0.1800   Median : 38.12   Median :0.970  
##  Mean   :0.9929   Mean   :0.6867   Mean   : 93.04   Mean   :2.179  
##  3rd Qu.:1.5500   3rd Qu.:0.3220   3rd Qu.:211.00   3rd Qu.:4.100  
##  Max.   :2.1000   Max.   :7.6900   Max.   :250.10   Max.   :6.700  
##                                                                    
##    Nitrogeno          Potasio             pH                   Suelo    
##  Min.   :0.03000   Min.   :  11.1   Min.   :5.590   Arenoso       :235  
##  1st Qu.:0.09000   1st Qu.: 221.5   1st Qu.:6.390   Franco Arenoso:396  
##  Median :0.09000   Median : 267.4   Median :7.510                       
##  Mean   :0.09021   Mean   : 418.4   Mean   :7.407                       
##  3rd Qu.:0.10000   3rd Qu.: 465.9   3rd Qu.:8.420                       
##  Max.   :0.20000   Max.   :1321.1   Max.   :8.680                       
## 

data_variables <- datos %>%
  select(
    Individual, Departament, Province, District, Locality, Station, Basin,
    DBH:`Total height`,
    `Tree form`,
    `Trunk quality`,
    `Fruit production`,
    `Fruit quality`,
    `Foliage quality`,
    Forking,
    `fito_IIhEd _k`:Parasitos_XX,
    Carbonatos:pH
  )

str(data_variables)
## tibble [631 × 35] (S3: tbl_df/tbl/data.frame)
##  $ Individual       : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ Departament      : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Province         : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ District         : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Locality         : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ Station          : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Basin            : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ DBH              : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter   : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Branch height    : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ Total height     : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Tree form        : Factor w/ 3 levels "1","2","3": 3 3 3 1 2 2 2 2 2 2 ...
##  $ Trunk quality    : Factor w/ 3 levels "1","2","3": 2 2 1 2 1 1 2 2 2 2 ...
##  $ Fruit production : Factor w/ 5 levels "0","1","2","3",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality    : Factor w/ 4 levels "0","1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Foliage quality  : Factor w/ 3 levels "1","2","3": 1 2 2 1 1 1 2 2 2 2 ...
##  $ Forking          : Factor w/ 3 levels "1","2","3": 3 3 3 2 2 3 3 3 3 3 ...
##  $ fito_IIhEd _k    : Factor w/ 7 levels "4","5","6","7",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhHt_l     : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhM_m      : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItM_n      : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItcbB_o_XX : Factor w/ 2 levels "3","4": NA 1 NA NA NA NA NA NA NA NA ...
##  $ fito_IItssHC_p_XX: Factor w/ 3 levels "2","3","4": NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIrssHC_q_XX: Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsCh_r      : Factor w/ 4 levels "2","3","4","5": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsAh_s_XX   : Factor w/ 5 levels "0","2","3","4",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_PsLtr_t     : Factor w/ 3 levels "3","4","5": NA 1 NA NA NA NA NA NA NA NA ...
##  $ Parasitos_XX     : Factor w/ 1 level "Loranthaceae": NA NA NA NA NA NA NA NA NA NA ...
##  $ Carbonatos       : num [1:631] 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 ...
##  $ CE               : num [1:631] 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 ...
##  $ Fosforo          : num [1:631] 38.1 38.1 38.1 38.1 38.1 ...
##  $ Mat_Org          : num [1:631] 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 ...
##  $ Nitrogeno        : num [1:631] 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 ...
##  $ Potasio          : num [1:631] 267 267 267 267 267 ...
##  $ pH               : num [1:631] 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 ...

data_coordenadas <- gs %>%
  range_read("total") %>%
  select(
    Individuo,
    Departamento = "Depart", Provincia,
    Distrito, Localidad, Estación, Cuenca, UTM_X, UTM_Y, UTM_E_suelo,
    UTM_N_suelo
  )

str(data_coordenadas)
## tibble [631 × 11] (S3: tbl_df/tbl/data.frame)
##  $ Individuo   : chr [1:631] "INIA_1" "INIA_2" "INIA_3" "INIA_4" ...
##  $ Departamento: chr [1:631] "Tumbes" "Tumbes" "Tumbes" "Tumbes" ...
##  $ Provincia   : chr [1:631] "Tumbes" "Tumbes" "Tumbes" "Tumbes" ...
##  $ Distrito    : chr [1:631] "Corrales" "Corrales" "Corrales" "Corrales" ...
##  $ Localidad   : chr [1:631] "INIA" "INIA" "INIA" "INIA" ...
##  $ Estación    : chr [1:631] "EM 01" "EM 01" "EM 01" "EM 01" ...
##  $ Cuenca      : chr [1:631] "Intercuenca 13939" "Intercuenca 13939" "Intercuenca 13939" "Intercuenca 13939" ...
##  $ UTM_X       : num [1:631] 552255 552250 552258 552245 552245 ...
##  $ UTM_Y       : num [1:631] 9600622 9600629 9600636 9600644 9600644 ...
##  $ UTM_E_suelo : num [1:631] 552188 552188 552188 552188 552188 ...
##  $ UTM_N_suelo : num [1:631] 9600766 9600766 9600766 9600766 9600766 ...

data_clima <- gs %>%
  range_read("clima")

str(data_clima)
## tibble [13 × 11] (S3: tbl_df/tbl/data.frame)
##  $ Locality: chr [1:13] "ISA REP" "Pedregal" "Rica playa" "INIA" ...
##  $ CS      : num [1:13] 11.4 11.2 11.2 11.2 11.2 11.3 11.3 11.4 11.4 11.4 ...
##  $ pp      : num [1:13] 191 312 312 496 312 ...
##  $ RH      : num [1:13] 62 60.4 60.4 73.1 60.4 62 64.3 62.6 61.5 61.5 ...
##  $ Tmean   : num [1:13] 25.7 26.3 26.3 25.3 26.3 25.7 24.6 22.9 24.6 24.6 ...
##  $ WS      : num [1:13] 4 2.9 2.9 3.4 2.9 4 3.4 2.1 2.6 2.6 ...
##  $ Tmax    : num [1:13] 38.2 39.3 39.3 31.4 39.3 38.2 38.5 35.6 38.6 38.6 ...
##  $ Tmin    : num [1:13] 16.3 17.3 17.3 20.4 17.3 16.3 15.6 14 15.6 15.6 ...
##  $ SLI     : num [1:13] 26 17 51 5 77 37 92 85 118 99 ...
##  $ Slope   : num [1:13] 5.13 4.06 0.33 1.86 3.83 1.4 1.77 2.65 3.75 3.24 ...
##  $ DW      : num [1:13] 347.9 14.2 275.2 983.9 347.9 ...
datos %>% kable(caption = "Evaluation of mesquite trees", align = "c")
Evaluation of mesquite trees
Individual Departament Province District Locality Station Basin DBH Crown diameter Branch height Total height Number of branches Tree form Tree form description Trunk quality Trunk quality description Fruit production Fruit production description Fruit quality Fruit quality description Foliage quality Foliage quality description Forking Forking description fito_IIhEd _k fito_IIhHt_l fito_IIhM_m fito_IItM_n fito_IItcbB_o_XX fito_IItssHC_p_XX fito_IIrssHC_q_XX fito_PsCh_r fito_PsAh_s_XX fito_PsLtr_t Parasitos_XX Carbonatos CE Fosforo Mat_Org Nitrogeno Potasio pH Suelo
INIA_1 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.00840 5.100 3.50 9.50 6 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_2 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.73517 6.850 3.70 8.80 8 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 6 5 5 4 3 4 4 3 3 3 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_3 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.69009 6.300 1.80 9.00 10 3 Single-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_4 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.64502 6.600 1.80 8.80 8 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_5 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 18.14362 6.500 3.00 9.00 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_6 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.96333 6.600 2.10 7.90 10 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_7 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 14.64222 4.200 4.50 9.50 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_8 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 13.36898 5.250 3.80 9.00 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_9 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 13.36898 4.350 1.90 8.40 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_10 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 23.55488 7.850 2.59 9.70 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_11 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 18.46193 7.000 4.80 8.00 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_12 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.09855 8.500 5.80 9.40 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_13 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 16.55208 3.450 4.40 8.70 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_14 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 13.36898 4.500 5.50 9.00 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_15 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 13.05067 2.550 3.50 8.90 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_16 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.09855 8.950 3.80 9.00 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_17 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 18.46193 6.150 5.50 9.00 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_18 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.69009 6.900 4.80 9.00 14 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_19 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 24.50980 7.000 5.50 9.00 10 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 5 5 5 4 4 4 3 3 3 5 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_20 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.64502 8.750 3.80 9.00 14 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_21 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.64502 8.850 4.20 10.80 7 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_22 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.32671 8.650 1.70 10.20 8 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_23 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.96333 8.850 1.30 11.50 7 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 6 7 8 4 4 4 4 5 5 4 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_24 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 23.23657 11.100 2.70 8.00 13 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_25 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.09855 12.100 5.10 9.20 10 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_26 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 18.46193 12.650 2.30 10.00 8 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_27 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 14.32391 5.300 1.30 7.50 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_28 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 17.18869 7.100 2.80 8.50 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_29 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 22.28164 6.450 1.30 8.50 4 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_30 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.05348 9.350 3.40 9.90 8 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_31 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 26.41966 10.300 3.40 9.20 12 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_32 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.37179 8.950 2.10 9.80 10 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_33 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 27.37459 10.000 1.40 9.80 10 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_34 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 18.14362 9.150 2.00 7.30 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_35 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.05348 8.550 3.13 9.60 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_36 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.09855 10.950 2.10 8.90 5 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_37 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 28.01120 11.600 3.10 9.80 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_38 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.37179 9.500 2.10 10.00 3 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_39 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 14.32391 9.500 4.20 9.70 5 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_40 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 14.00560 8.100 4.20 10.00 9 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_41 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 17.50700 6.000 3.10 9.80 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_42 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.00840 6.050 1.67 9.80 2 2 Intermediate trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_43 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 14.96053 6.000 2.50 5.50 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_44 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 10.50420 8.500 1.60 5.50 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_45 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 10.82251 6.900 1.80 5.50 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_46 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.73517 5.350 1.54 9.20 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_47 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 17.18869 9.750 1.54 9.20 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_48 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 25.14642 11.650 2.10 8.90 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_49 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 16.55208 7.650 2.50 9.20 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_50 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 15.59715 4.800 2.40 9.50 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_51 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 29.28444 13.500 1.80 9.00 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_52 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 21.96333 10.700 2.30 8.00 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_53 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.69009 12.400 1.75 8.00 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 6 6 6 3 3 2 4 4 4 4 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_54 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 24.19149 11.000 3.40 9.80 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_55 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 33.74077 14.200 1.65 8.70 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_56 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.41686 9.550 3.20 9.10 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_57 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 17.18869 7.050 1.65 7.30 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_58 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.14082 4.750 1.80 5.00 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_59 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.77744 4.850 1.50 4.00 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_60 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.14082 4.000 2.80 4.00 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_61 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.41686 4.750 2.50 5.50 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_62 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 26.41966 5.150 2.10 5.20 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_63 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 18.14362 4.350 1.20 5.30 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_64 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.45913 5.955 2.30 4.50 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_65 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.14082 5.960 3.00 6.00 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_66 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.14082 5.965 2.80 5.50 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_67 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 26.41966 6.100 2.60 5.40 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 6 7 6 3 3 4 4 5 5 3 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_68 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 19.09855 10.600 3.50 4.50 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_69 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 20.69009 4.300 4.20 5.70 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_70 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 12.09575 7.325 3.50 5.50 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_71 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 15.27884 6.150 2.00 5.50 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_72 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.77744 6.150 2.50 6.00 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_73 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 12.73237 8.200 1.40 5.50 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_74 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 13.05067 9.500 1.70 6.00 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_75 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.77744 9.700 2.20 6.00 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_76 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 25.46473 10.500 1.60 8.00 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_77 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 16.87038 6.200 2.00 8.00 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_78 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 18.14362 6.750 1.70 7.00 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_79 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 14.00560 6.150 2.10 8.00 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_80 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 11.77744 5.300 2.40 7.00 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
INIA_81 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 13.36898 4.850 2.10 9.00 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.27 0.150 38.12 0.48 0.10 267.40 8.42 Franco Arenoso
RICA_1 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 23.55488 10.950 2.20 11.50 7 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_2 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 32.14922 15.150 3.10 12.20 15 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_3 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 29.92106 15.250 2.30 13.50 9 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 4 4 4 5 5 5 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_4 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 27.05628 9.600 2.80 12.80 10 2 Intermediate trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_5 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 31.51261 8.500 3.20 12.00 12 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_6 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 18.14362 9.200 1.50 10.50 12 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_7 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.91546 10.950 1.80 6.70 4 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_8 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.09575 10.100 1.40 7.19 6 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_9 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 18.46193 11.700 1.70 8.20 7 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_10 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.59715 9.150 2.30 5.20 8 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_11 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 21.00840 12.150 2.10 10.50 8 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_12 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 23.55488 12.000 2.50 12.00 7 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_13 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 29.28444 13.800 1.45 13.50 16 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 8 8 9 4 4 4 4 4 4 3 Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_14 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 22.28164 6.750 1.30 6.00 9 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_15 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 20.37179 7.100 2.40 10.50 6 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 9 8 9 4 4 4 4 5 5 4 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_16 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 17.50700 7.250 2.80 11.80 5 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_17 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 28.64782 10.450 1.30 11.50 5 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_18 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.64222 6.500 1.65 8.00 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_19 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.73237 5.650 1.65 6.30 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_20 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 20.69009 6.200 2.50 12.80 5 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_21 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 23.55488 8.700 2.70 13.00 8 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_22 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.32391 7.450 2.60 4.20 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_23 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 20.37179 9.600 1.73 9.20 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_24 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.27884 4.150 5.00 9.80 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_25 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.59715 4.500 1.90 6.50 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_26 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.82251 7.500 1.50 4.10 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_27 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.77744 4.250 1.90 4.30 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_28 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 21.32671 8.850 1.20 6.50 12 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_29 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.59715 7.250 1.00 6.30 9 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_30 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.27884 8.250 1.10 6.20 10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_31 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.27884 6.350 0.80 5.60 8 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_32 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.82251 4.250 1.60 4.80 4 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_33 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.82251 8.900 1.10 6.20 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_34 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.09575 6.850 0.80 5.00 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_35 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 16.87038 7.200 1.80 9.20 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_36 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.64222 6.100 3.60 8.80 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_37 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.73237 6.400 1.60 7.70 4 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_38 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 13.05067 6.250 1.80 8.20 6 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_39 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.59715 8.600 1.65 9.00 11 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_40 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.09575 4.900 1.40 8.50 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_41 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.96053 6.800 1.70 7.80 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_42 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.41406 8.200 1.60 7.50 4 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_43 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 16.87038 8.350 3.20 8.50 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_44 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.96053 8.250 4.50 8.20 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_45 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.14082 5.200 1.70 7.20 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_46 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.14082 3.950 1.70 6.50 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_47 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 13.68729 7.250 1.50 5.80 7 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_48 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.50420 4.250 1.20 5.80 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_49 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.73237 3.550 1.30 6.20 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_50 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.45913 4.850 1.80 6.30 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_51 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 13.05067 6.950 1.55 6.80 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_52 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.09575 6.100 1.80 6.90 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_53 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.14082 6.250 1.50 8.10 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_54 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.73237 6.250 1.60 7.90 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_55 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.18589 7.050 1.70 7.90 2 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_56 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 12.41406 6.050 1.00 7.90 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_57 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.45913 6.700 1.80 7.90 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_58 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 13.05067 8.650 1.50 7.10 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_59 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.82251 4.450 1.40 7.90 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_60 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 18.46193 8.150 1.80 7.80 8 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 8 8 9 4 4 4 4 5 5 3 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_61 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.91546 10.000 1.60 8.20 11 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_62 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.50420 7.000 1.00 7.90 7 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_63 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.91546 6.500 1.30 6.90 7 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_64 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.77744 7.300 1.20 4.50 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_65 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 10.82251 5.900 1.30 5.20 8 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_66 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 11.14082 5.000 1.20 5.80 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_67 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.64222 8.500 6.00 5.20 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_68 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.00560 7.250 1.80 6.80 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_69 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 14.96053 7.600 1.90 7.10 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_70 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 15.91546 8.300 2.10 8.10 8 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 8 8 7 4 4 4 4 3 3 5 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
RICA_71 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 16.87038 9.100 1.70 7.20 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.48 0.060 27.82 0.26 0.03 11.10 8.68 Arenoso
PLANDIR_1 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 22.91826 9.300 1.50 6.20 12 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 4 4 5 4 4 4 4 2 2 3 Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_2 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 14.64222 6.400 1.40 5.80 6 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_3 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 12.09575 7.750 1.70 5.80 5 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_4 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 23.87319 7.850 1.35 4.50 6 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_5 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 20.05348 8.750 1.75 5.30 10 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_6 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 14.64222 4.900 1.40 5.10 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_7 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 12.09575 3.950 1.75 5.00 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_8 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 10.50420 3.500 1.40 4.80 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 2 Forked at breast height (DBH) Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_9 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 12.09575 4.900 1.20 4.80 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 2 Forked at breast height (DBH) 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_10 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 16.87038 5.300 1.30 4.80 10 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_11 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 17.50700 6.000 1.40 4.80 11 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_12 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 21.96333 9.900 1.50 6.50 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_13 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 10.50420 5.750 0.70 4.30 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_14 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 10.50420 4.650 0.40 4.05 5 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 2 Forked at breast height (DBH) 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_15 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 12.09575 3.600 1.60 3.20 2 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_16 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 12.73237 4.400 1.70 3.20 3 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_17 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 14.32391 2.950 1.65 3.20 4 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 2 Forked at breast height (DBH) 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_18 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 12.09575 5.200 1.35 3.80 5 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_19 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 10.18589 4.900 0.80 3.40 12 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_20 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 16.55208 9.450 1.00 3.60 5 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_21 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 32.14922 10.550 1.30 5.60 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 6 6 5 4 4 3 4 5 5 3 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_22 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 15.91546 5.550 0.53 3.80 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_23 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 20.37179 5.400 1.80 5.10 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_24 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 18.14362 5.700 1.00 5.10 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_25 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 10.18589 5.550 1.50 4.90 7 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 4 4 4 4 4 4 4 5 5 4 Loranthaceae 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PLANDIR_26 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 10.50420 5.100 1.40 5.00 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.55 0.280 32.57 0.88 0.06 341.50 8.12 Franco Arenoso
PEDRE_1 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 31.19430 6.750 2.30 11.00 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_2 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 13.36898 5.500 1.80 8.90 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_3 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 11.14082 4.750 2.00 9.00 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_4 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 30.23937 9.250 1.60 12.00 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_5 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 41.38019 13.150 1.80 12.80 4 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_6 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 18.14362 4.800 2.00 10.00 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_7 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 24.50980 5.200 3.00 9.00 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_8 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 40.42526 12.450 4.00 12.80 7 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 9 9 9 4 4 4 4 5 5 3 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_9 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 42.97173 13.350 1.40 9.80 8 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_10 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 37.24217 8.850 4.80 9.20 4 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_11 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 27.37459 6.950 3.50 6.50 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_12 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 43.60835 7.150 4.80 12.50 8 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 9 10 9 4 4 4 4 5 5 5 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_13 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 30.55768 8.000 3.50 9.50 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_14 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 35.96893 9.450 5.30 10.20 4 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_15 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 30.23937 8.250 3.50 9.80 3 2 Intermediate trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_16 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 58.56888 13.050 1.60 10.60 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_17 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 29.92106 5.350 2.20 4.80 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_18 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 27.37459 9.450 1.70 8.00 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_19 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 57.29565 17.500 1.90 12.30 4 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_20 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 32.30838 1.700 3.00 7.50 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_21 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 14.32391 7.200 1.55 5.50 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_22 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 28.64782 15.200 1.70 8.90 7 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_23 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 36.92386 10.300 1.80 9.20 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_24 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 17.50700 4.650 1.40 7.50 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_25 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 25.46473 7.000 1.70 8.00 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_26 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 19.09855 7.000 4.20 8.00 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_27 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 23.71403 5.650 3.80 8.00 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_28 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 63.98014 14.350 1.70 9.50 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 4 4 4 5 5 5 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_29 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 62.07028 11.600 4.20 9.50 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_30 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 22.59995 7.400 1.20 7.20 8 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_31 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 15.59715 7.000 1.80 4.20 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_32 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 10.18589 5.700 1.50 4.10 4 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_33 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 10.18589 5.000 1.52 5.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 8 8 7 4 4 4 4 5 5 5 Loranthaceae 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_34 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 18.46193 5.000 1.35 4.80 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_35 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 10.18589 4.000 1.60 4.80 7 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_36 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 23.87319 9.750 1.70 7.50 12 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 7 7 7 4 4 4 4 5 5 5 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_37 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 42.33512 11.100 1.50 10.40 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_38 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 44.56328 10.050 4.80 11.20 7 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_39 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 27.69290 7.550 1.90 10.40 3 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_40 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 36.28724 13.150 1.80 6.20 2 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_41 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 26.73797 6.800 1.70 5.00 3 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 1 Trees with bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_42 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 35.01401 4.800 1.90 4.10 4 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_43 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 33.10415 9.300 2.00 7.20 7 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_44 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 28.32951 6.900 3.00 8.00 4 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) Loranthaceae 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_45 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 49.65623 12.300 3.00 9.40 5 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_46 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 28.64782 6.800 4.80 9.40 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_47 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 32.78584 6.500 5.00 8.50 2 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_48 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 42.01681 7.600 1.55 8.20 2 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_49 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 15.27884 6.050 1.40 9.80 4 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_50 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 33.10415 10.800 1.70 8.50 7 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_51 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 33.74077 7.800 3.40 8.80 14 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation Loranthaceae 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
PEDRE_52 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 26.41966 6.900 1.20 8.00 13 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.58 0.180 48.00 0.49 0.03 221.50 8.33 Arenoso
BOSQ_1 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 28.64782 8.700 2.30 10.10 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 9 10 10 4 4 4 4 4 4 3 Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_2 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 21.32671 12.700 2.03 10.20 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_3 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 16.23377 5.050 1.55 4.90 4 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_4 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 11.45913 6.050 1.70 6.40 3 2 Intermediate trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_5 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 12.41406 5.250 1.90 6.40 5 2 Intermediate trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_6 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 13.05067 6.950 2.00 6.40 4 2 Intermediate trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_7 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 11.14082 5.050 1.68 6.40 3 2 Intermediate trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_8 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 33.42246 7.425 1.75 9.20 5 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_9 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 33.10415 9.300 2.30 9.50 6 2 Intermediate trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_10 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 20.37179 8.800 1.70 6.20 9 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_11 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 66.84492 17.900 5.40 13.20 8 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 4 4 4 5 5 5 Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_12 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 16.23377 10.000 1.80 8.40 6 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_13 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 22.28164 7.350 3.20 7.50 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_14 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 70.02801 7.200 1.45 5.50 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_15 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 47.74637 18.200 4.10 10.80 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 9 9 9 4 4 4 4 5 5 5 Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_16 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 49.97454 19.600 2.20 11.40 8 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_17 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 16.55208 9.600 1.80 9.40 3 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_18 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 44.56328 16.550 3.68 10.20 10 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_19 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 43.29004 16.900 2.10 11.10 10 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_20 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 11.45913 9.100 2.05 6.80 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_21 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 55.38579 17.450 1.80 5.10 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_22 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 77.03081 16.000 1.70 10.40 9 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_23 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 11.45913 4.300 1.65 4.60 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_24 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 22.28164 6.100 1.30 6.80 6 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_25 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 18.46193 5.800 1.30 6.80 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_26 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 34.05908 7.000 2.40 8.20 5 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_27 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 13.36898 6.450 2.30 5.10 4 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_28 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 38.83372 11.700 4.50 11.20 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_29 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 42.65342 13.500 2.20 10.90 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_30 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 46.47313 13.750 5.80 10.90 4 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_31 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 34.69570 14.050 5.40 10.90 4 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation Loranthaceae 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_32 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 15.27884 3.950 1.65 8.20 2 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_33 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 14.00560 4.350 3.40 8.20 6 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_34 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 14.73771 6.600 3.10 7.10 5 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_35 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 13.68729 6.150 1.75 6.90 7 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_36 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 78.94067 14.590 5.95 16.20 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 4 4 4 5 5 5 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_37 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 70.66463 14.700 3.20 14.20 3 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_38 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 49.65623 9.300 2.60 13.00 3 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_39 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 14.32391 4.150 1.90 7.50 3 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_40 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 14.00560 5.300 1.85 7.50 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_41 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 42.01681 10.350 1.68 11.50 4 3 Single-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_42 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 86.58009 21.850 2.50 15.20 4 3 Single-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 4 4 4 5 5 5 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_43 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 15.27884 4.500 2.40 4.80 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
BOSQ_44 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 11.77744 4.500 1.80 5.40 3 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.57 0.380 28.94 0.19 0.09 74.40 8.56 Arenoso
FUNDSE_1 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 32.15000 10.800 1.90 11.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_2 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 27.06000 7.450 2.50 11.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_3 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 22.92000 7.600 2.10 11.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_4 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 28.97000 8.150 2.53 10.50 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_5 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 12.96000 8.400 1.77 8.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_6 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 26.42000 7.850 1.80 11.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_7 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.39000 7.200 3.40 10.50 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_8 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 20.05000 8.600 2.50 10.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_9 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 20.69000 7.400 2.80 9.60 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_10 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 25.62000 6.150 3.50 10.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_11 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 31.51000 7.600 4.80 10.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_12 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 34.06000 7.850 3.70 10.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_13 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 25.78000 6.400 4.90 10.90 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_14 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.74000 8.200 3.50 9.50 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_15 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 23.87000 6.900 3.20 10.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_16 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 15.60000 5.500 4.30 9.60 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_17 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 16.07000 4.200 2.54 10.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_18 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.10000 3.750 3.80 9.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_19 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 23.55000 5.350 3.30 9.60 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_20 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 14.32000 4.600 1.70 6.60 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_21 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 12.73000 4.450 3.20 9.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_22 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.32000 6.750 2.70 8.20 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_23 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.42000 3.500 1.60 11.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_24 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 16.87000 2.400 2.10 9.40 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_25 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.10000 3.600 2.10 9.40 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_26 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 21.01000 4.850 1.57 9.90 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_27 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 27.69000 9.350 2.70 9.80 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_28 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 27.06000 5.750 2.35 9.80 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_29 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 36.29000 11.400 1.75 11.30 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_30 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 23.87000 6.550 1.92 9.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_31 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 18.14000 4.750 3.00 9.90 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_32 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 25.46000 6.000 3.20 9.90 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_33 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 14.32000 6.150 1.20 7.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_34 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 10.50000 6.000 2.39 9.60 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_35 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 16.23000 5.350 3.10 10.10 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_36 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 22.28000 7.100 1.59 8.60 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_37 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 21.01000 5.300 0.40 9.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_38 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 15.28000 2.250 0.40 9.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_39 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 21.01000 5.100 2.50 6.70 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_40 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 15.92000 4.350 3.80 9.70 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_41 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 24.83000 6.850 3.20 10.50 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_42 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 13.69000 4.450 1.70 9.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_43 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 14.01000 4.150 1.70 9.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_44 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 21.96000 6.200 4.00 9.90 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_45 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 21.01000 5.800 4.10 9.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_46 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.10000 2.450 3.60 8.40 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_47 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 16.55000 4.050 4.20 8.10 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_48 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 15.92000 4.500 2.30 11.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_49 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 24.19000 4.950 4.50 11.40 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_50 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 28.65000 4.550 6.60 11.20 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_51 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 35.65000 13.100 6.50 11.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_52 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 16.04000 5.000 4.70 10.80 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_53 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 25.15000 4.600 3.83 8.00 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_54 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 33.42000 10.300 5.20 9.20 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_55 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 19.10000 6.350 5.00 9.50 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_56 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 28.65000 8.950 5.73 11.20 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_57 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 73.53000 17.400 3.30 11.40 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_58 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 26.10000 8.200 3.20 10.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_59 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 15.60000 7.300 3.80 10.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_60 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 25.78000 8.520 4.20 10.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_61 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 20.69000 7.700 3.00 13.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_62 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 42.02000 7.800 2.50 11.40 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_63 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 27.37000 8.800 1.80 10.00 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_64 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 18.78000 6.700 3.20 8.80 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_65 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 18.78000 3.800 2.50 7.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_66 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 29.28000 8.100 3.70 10.80 2 Intermediate trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_67 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 18.46000 5.350 4.20 10.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_68 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 35.01000 7.250 6.20 10.30 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_69 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 31.51000 7.900 7.10 11.30 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_70 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 40.11000 9.750 4.50 11.80 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_71 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 21.65000 8.500 2.20 6.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_72 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 23.55000 8.400 3.80 9.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_73 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 31.51000 7.850 4.70 9.10 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
FUNDSE_74 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 25.15000 8.550 2.70 8.20 2 Intermediate trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.111 250.10 1.73 0.09 465.85 5.59 Franco Arenoso
PARQKB_1 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 73.21000 23.850 2.30 12.70 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 8 8 8 4 5 5 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_2 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 12.86000 5.600 1.20 8.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 1 Presence of bifurcation below breast height (DBH) 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_3 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 28.90000 9.250 5.60 10.80 2 Intermediate trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_4 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 46.79000 15.700 4.20 12.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_5 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 60.77000 13.200 3.20 9.70 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_6 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 54.27000 13.750 4.80 12.30 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_7 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 16.17000 7.650 4.00 6.90 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_8 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 19.32000 5.630 3.90 7.80 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_9 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 28.87000 11.400 4.20 10.10 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_10 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 35.27000 12.800 2.56 10.80 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_11 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 35.20000 10.800 3.48 10.80 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_12 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 25.56000 11.100 4.80 9.60 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_13 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 28.74000 10.000 2.60 10.10 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_14 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 41.06000 9.300 7.40 12.80 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_15 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 44.60000 14.550 3.60 11.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 9 9 9 4 3 3 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_16 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 34.98000 10.100 4.20 10.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_17 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 17.19000 8.000 4.00 9.80 2 Intermediate trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_18 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 41.06000 9.100 2.80 11.00 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_19 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 33.74000 15.250 3.10 10.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_20 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 42.34000 11.700 5.20 11.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_21 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 73.21000 18.050 3.10 12.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_22 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 36.92000 6.500 2.60 8.90 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_23 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 36.29000 10.750 3.90 12.00 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_24 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 11.46000 5.350 2.30 9.00 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_25 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 61.43000 17.550 3.40 12.70 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_26 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 50.93000 14.050 2.80 11.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_27 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 17.51000 9.800 1.40 6.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_28 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 34.38000 10.550 1.68 9.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_29 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 29.92000 11.950 1.90 8.90 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_30 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 42.02000 10.750 4.20 7.60 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_31 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 12.10000 4.950 0.80 4.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_32 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 24.19000 8.850 3.60 9.40 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_33 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 26.74000 7.600 3.60 9.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_34 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 10.98000 2.450 4.90 8.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_35 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 22.60000 11.050 2.40 11.50 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_36 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 21.01000 8.750 2.50 11.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_37 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 48.06000 11.050 5.20 12.16 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_38 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 34.38000 7.900 5.20 8.90 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_39 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 17.51000 7.600 1.75 7.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_40 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 28.81000 11.150 1.41 9.60 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_41 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 36.92000 11.100 1.38 9.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_42 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 16.55000 3.750 1.68 7.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_43 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 34.54000 10.750 1.80 9.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_44 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 11.62000 4.400 1.70 6.60 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_45 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 18.46000 7.800 1.65 9.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_46 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 29.92000 9.150 1.80 8.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_47 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 42.34000 13.400 1.90 10.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_48 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 31.04000 12.200 2.10 10.40 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_49 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 25.46000 7.700 1.64 9.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_50 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 69.55000 17.850 2.30 10.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 8 8 8 4 5 5 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_51 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 14.32000 4.850 2.60 7.10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_52 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 24.99000 10.450 1.70 8.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_53 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 38.99000 12.700 1.50 8.60 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation Loranthaceae 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_54 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 41.06000 12.900 2.10 10.90 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
PARQKB_55 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 52.84000 13.550 3.40 11.40 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 8 8 8 4 5 4 1.01 0.269 8.43 0.97 0.09 226.20 7.51 Arenoso
FUNDVA_1 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 52.04000 15.000 1.70 13.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_2 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 28.49000 8.450 7.90 13.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_3 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 35.49000 13.800 5.90 13.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_4 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 54.75000 17.900 4.20 15.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_5 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 34.06000 11.150 7.70 13.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_6 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 29.92000 7.200 1.71 12.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_7 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 45.04000 16.000 1.68 14.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_8 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 21.96000 8.750 6.00 13.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_9 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 48.10000 14.200 2.20 13.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_10 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 26.42000 12.900 2.20 6.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_11 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 63.18000 12.900 1.80 12.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_12 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 57.93000 12.000 5.40 12.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_13 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 20.05000 8.450 1.70 7.90 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_14 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 36.92000 12.250 5.40 13.10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_15 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 23.24000 9.300 1.75 10.60 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_16 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 15.92000 7.800 1.60 10.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_17 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 16.55000 7.650 1.57 10.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_18 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 28.33000 11.050 4.20 10.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_19 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 19.10000 7.000 5.80 10.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_20 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 22.92000 10.100 6.40 12.10 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_21 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 37.40000 13.300 5.40 11.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_22 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 31.29000 8.350 4.80 10.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_23 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 46.47000 15.300 3.90 12.10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 8 8 8 4 4 5 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_24 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 79.90000 11.850 2.50 13.10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_25 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 95.49000 15.450 3.60 14.00 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_26 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 90.08000 10.450 6.80 13.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_27 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 34.70000 4.550 11.10 15.10 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_28 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 105.52000 18.950 2.80 13.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 8 8 8 4 5 5 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_29 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 95.02000 11.750 1.90 12.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_30 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 46.47000 7.950 2.40 11.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_31 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 101.70000 15.250 1.70 13.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_32 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 77.99000 17.500 2.10 13.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_33 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 89.13000 20.950 2.90 12.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_34 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 85.94000 15.800 6.50 12.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_35 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 68.12000 10.550 7.80 12.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_36 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 46.15000 13.300 7.80 13.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_37 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 50.61000 15.500 2.20 10.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
FUNDVA_38 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 40.43000 7.250 2.10 10.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.40 0.322 26.18 4.10 0.09 321.48 7.30 Franco Arenoso
CHAN_1 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 19.74000 8.650 3.20 7.40 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_2 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 46.15000 13.500 4.80 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 8 8 8 4 5 5 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_3 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 27.69000 9.150 5.60 12.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_4 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 50.93000 14.600 2.20 14.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_5 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 50.93000 15.500 2.80 14.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_6 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 16.55000 7.000 0.40 5.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_7 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 19.10000 7.500 0.40 4.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_8 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 11.14000 8.000 0.15 4.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_9 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 23.24000 10.500 0.60 5.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_10 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 26.42000 9.000 0.50 5.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_11 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 15.92000 9.500 0.50 5.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_12 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 19.10000 8.500 0.60 6.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_13 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 11.14000 9.500 0.40 6.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_14 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 13.69000 10.500 0.40 5.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_15 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 18.46000 10.500 0.50 6.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_16 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 13.37000 13.000 0.40 5.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_17 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 22.28000 8.500 0.40 5.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_18 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 23.24000 7.500 0.40 5.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_19 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 11.46000 11.000 0.30 5.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_20 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 24.51000 9.500 0.60 7.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_21 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 65.89000 18.650 1.70 14.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_22 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 63.03000 15.650 7.30 13.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_23 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 54.11000 16.700 4.20 15.70 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 8 8 8 4 4 5 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_24 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 53.48000 16.850 2.78 15.50 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_25 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 10.98000 16.800 0.40 6.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_26 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 21.01000 14.950 0.40 6.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_27 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 58.57000 19.350 1.70 16.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_28 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 40.11000 17.850 1.78 15.50 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_29 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 43.29000 14.350 1.70 12.40 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_30 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 54.43000 19.150 1.80 12.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_31 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 60.00000 18.600 1.90 13.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_32 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 56.98000 20.900 1.95 17.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_33 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 24.03000 9.850 2.40 7.90 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_34 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 32.79000 10.500 2.20 7.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_35 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 96.13000 22.550 1.30 15.20 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_36 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 68.12000 19.150 1.54 14.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_37 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 58.57000 16.250 1.75 13.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_38 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 24.51000 14.500 6.00 9.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_39 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 40.90000 14.400 1.90 13.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_40 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 41.38000 6.250 2.10 13.80 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_41 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 18.46000 3.950 0.60 7.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_42 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 23.24000 6.700 0.80 6.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_43 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 14.96000 3.500 1.70 7.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
CHAN_44 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 14.96000 6.800 0.60 6.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 1 Presence of bifurcation below breast height (DBH) 0.09 0.329 230.90 6.00 0.12 1199.13 6.58 Franco Arenoso
KM190_1 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 49.97000 16.300 4.80 12.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_2 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 30.88000 13.100 4.20 6.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_3 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 39.79000 9.350 1.70 8.90 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_4 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 61.12000 14.850 2.10 12.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_5 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 26.10000 11.400 1.90 8.40 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_6 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 60.48000 13.300 2.10 12.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_7 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 49.97000 15.500 4.20 10.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_8 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 39.79000 11.050 3.80 7.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_9 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 31.19000 12.450 2.60 7.50 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 8 8 8 4 5 5 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_10 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 21.33000 8.450 1.70 7.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_11 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 67.16000 19.200 1.50 11.50 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_12 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 47.75000 14.150 4.80 8.50 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_13 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 68.12000 17.750 3.10 15.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_14 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 25.78000 7.650 2.10 8.50 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_15 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 31.99000 7.850 6.50 10.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_16 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 41.06000 13.100 1.80 13.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_17 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 41.06000 9.400 3.80 13.20 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_18 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 51.57000 13.550 4.00 13.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 1 Trees with bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_19 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 52.52000 15.200 2.00 12.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_20 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 56.98000 18.700 3.40 13.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_21 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 52.52000 9.800 6.50 12.30 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_22 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 47.43000 11.150 1.90 12.10 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_23 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 51.25000 15.300 1.70 13.60 3 Single-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_24 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 52.20000 12.750 1.60 13.60 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_25 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 53.16000 11.600 2.10 12.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_26 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 39.47000 15.250 2.20 10.70 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_27 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 42.02000 12.750 3.20 10.90 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_28 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 45.84000 18.400 2.40 10.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_29 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 22.60000 8.000 2.60 10.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_30 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 58.57000 17.450 1.45 11.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_31 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 48.70000 14.950 2.10 12.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_32 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 58.25000 20.450 4.20 12.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_33 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 35.17000 16.050 1.85 12.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_34 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 39.47000 12.450 1.80 11.00 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_35 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 49.97000 10.800 1.60 11.00 1 Multi-stemmed trees 2 Moderate-quality tree with defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
KM190_36 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 56.50000 15.750 1.70 12.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.078 184.10 1.97 0.09 372.70 6.09 Franco Arenoso
NACHT_1 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 41.06000 14.950 2.10 10.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_2 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 37.24000 13.250 3.20 9.10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_3 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 25.31000 7.100 1.80 6.30 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_4 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 22.12000 7.450 3.40 6.30 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_5 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 43.61000 14.450 1.90 8.30 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_6 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 67.16000 18.650 1.60 12.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_7 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 47.11000 14.650 2.30 12.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_8 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 42.43000 13.700 1.90 12.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_9 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 43.45000 14.650 1.70 10.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_10 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 56.34000 13.650 1.30 11.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 2 Forked at breast height (DBH) 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_11 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 26.10000 12.050 2.30 8.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_12 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 62.23000 19.350 1.80 12.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
NACHT_13 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 51.57000 18.400 1.90 12.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 1.02 0.031 8.89 1.07 0.09 173.10 7.11 Arenoso
MONT_1 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 58.89000 13.100 1.65 15.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_2 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 21.01000 7.300 5.80 6.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_3 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 82.44000 23.040 1.80 15.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 3 4 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_4 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 82.44000 18.450 1.70 16.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_5 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 47.11000 11.900 4.20 14.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_6 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 56.02000 7.350 4.80 7.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_7 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 55.07000 19.000 2.20 16.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_8 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 67.48000 23.200 5.20 16.70 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_9 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 18.78000 6.450 1.78 10.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_10 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 20.69000 8.200 2.30 10.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_11 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 12.10000 4.250 1.65 10.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_12 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 78.94000 15.500 6.20 16.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_13 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 113.64000 18.450 4.80 16.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 9 9 9 4 5 3 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_14 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 95.17000 20.250 3.20 15.10 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 5 3 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_15 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 24.51000 8.700 4.80 12.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_16 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 17.19000 4.800 5.20 12.00 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_17 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 37.88000 20.100 2.80 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_18 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 40.43000 16.400 2.50 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_19 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 48.38000 17.200 2.80 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_20 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 46.95000 17.100 5.80 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_21 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 52.20000 17.800 1.90 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_22 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 35.97000 12.650 2.68 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_23 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 31.26000 14.850 7.30 15.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_24 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 39.31000 15.150 5.30 15.30 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_25 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 42.97000 12.950 2.40 12.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_26 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 47.75000 15.500 4.80 11.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_27 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 22.92000 8.950 2.10 8.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_28 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 66.53000 19.950 2.40 15.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 9 9 9 4 3 3 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_29 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 28.97000 10.200 2.20 15.40 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_30 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 38.04000 22.000 2.40 15.40 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_31 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 37.56000 14.700 4.20 15.40 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_32 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 32.31000 11.500 4.60 15.40 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_33 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 31.83000 13.500 1.85 16.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_34 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 30.56000 11.850 2.20 12.50 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_35 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 51.25000 18.700 2.10 15.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_36 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 42.18000 14.750 1.70 15.70 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_37 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 21.65000 8.600 2.40 12.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_38 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 15.92000 5.950 6.00 15.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_39 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 26.10000 9.400 5.10 15.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_40 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 11.14000 6.800 2.10 8.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 0 Trees without fruit 0 Trees with very bitter fruit 1 Trees with foliage on up to one-third of branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_41 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 20.85000 7.500 1.90 15.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_42 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 43.29000 14.100 2.10 15.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_43 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 32.15000 12.700 5.80 14.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_44 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 37.88000 12.950 1.90 14.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_45 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 39.79000 15.350 1.90 14.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_46 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 30.40000 13.900 4.20 12.00 1 Multi-stemmed trees 2 Moderate-quality tree with defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_47 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 46.15000 18.050 3.50 14.60 1 Multi-stemmed trees 2 Moderate-quality tree with defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_48 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 54.43000 13.200 2.50 14.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_49 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 45.20000 10.650 5.20 16.40 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_50 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 61.12000 19.700 1.40 18.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_51 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 38.52000 9.000 1.90 12.40 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_52 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 47.75000 16.450 1.70 15.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_53 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 70.98000 21.900 1.70 15.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 5 3 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_54 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 88.17000 24.900 1.90 16.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_55 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 98.36000 25.450 2.40 18.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
MONT_56 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 124.14000 25.700 2.60 17.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 0.09 0.273 211.00 6.70 0.20 1321.13 6.39 Franco Arenoso
SAMAN_1 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 18.78000 6.650 3.50 8.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_2 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 23.55000 11.400 2.40 8.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_3 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 43.29000 14.200 1.90 7.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 10 10 10 4 5 5 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_4 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 47.11000 15.550 1.55 9.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_5 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 40.11000 14.100 1.50 9.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_6 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 32.47000 13.700 1.55 10.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_7 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 47.11000 15.800 1.40 10.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_8 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 47.11000 15.400 1.30 8.70 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 2 Forked at breast height (DBH) 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_9 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 47.11000 14.650 1.90 11.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_10 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 28.97000 12.400 1.60 11.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_11 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 37.08000 13.800 1.80 7.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_12 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 35.65000 12.950 1.70 9.70 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_13 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 45.84000 15.550 1.70 9.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_14 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 20.69000 10.100 1.75 6.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_15 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 13.05000 6.900 1.80 6.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_16 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 40.43000 11.850 1.50 10.80 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_17 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 40.43000 12.350 1.70 12.30 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_18 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 29.28000 9.500 1.68 12.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 9 9 9 4 3 3 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_19 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 26.10000 8.900 2.10 10.10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 2 Trees bearing fruit on up to 50% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_20 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 19.74000 5.150 2.50 8.13 1 Multi-stemmed trees 2 Moderate-quality tree with defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_21 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 22.60000 9.350 2.20 9.50 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_22 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 23.24000 10.600 1.90 8.90 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_23 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 14.96000 7.750 2.80 6.30 1 Multi-stemmed trees 2 Moderate-quality tree with defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_24 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 49.66000 21.800 1.70 15.10 1 Multi-stemmed trees 2 Moderate-quality tree with defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_25 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 150.24000 48.800 2.20 28.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_26 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 63.34000 36.250 2.20 25.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 4 Trees bearing fruit on 100% of branches 3 Trees with very sweet fruit 2 Trees with foliage on up to two-thirds of branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_27 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 21.80000 10.700 1.75 9.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_28 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 25.46000 9.500 1.82 10.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_29 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 38.52000 17.850 1.72 10.20 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_30 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 27.06000 11.500 1.78 10.50 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_31 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 23.87000 9.750 2.00 12.20 1 Multi-stemmed trees 1 Poor-quality tree with significant defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_32 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 31.19000 12.600 1.70 12.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_33 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 41.38000 15.000 1.50 13.00 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 9 9 9 4 3 5 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_34 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 39.79000 17.250 2.20 12.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_35 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 45.84000 15.400 1.50 12.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_36 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 43.89000 17.400 1.50 13.90 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_37 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 43.32000 15.900 3.80 14.80 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_38 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 12.41000 5.400 3.20 8.40 3 Single-stemmed trees 3 High-quality tree, free of defects or with minimal defects 1 Trees bearing fruit on up to 25% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_39 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 39.47000 14.750 1.55 15.00 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_40 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 41.70000 14.300 3.20 12.80 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso
SAMAN_41 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 47.11000 21.650 2.80 15.60 1 Multi-stemmed trees 3 High-quality tree, free of defects or with minimal defects 3 Trees bearing fruit on up to 75% of branches 2 Trees with sweet fruit 3 Trees with foliage on all branches 3 No evidence of bifurcation 2.10 7.690 8.42 4.87 0.09 399.48 7.11 Franco Arenoso

data_coordenadas %>% kable(caption = "Location of mesquite trees", align = "c")
Location of mesquite trees
Individuo Departamento Provincia Distrito Localidad Estación Cuenca UTM_X UTM_Y UTM_E_suelo UTM_N_suelo
INIA_1 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552255 9600622 552188 9600766
INIA_2 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552250 9600629 552188 9600766
INIA_3 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552258 9600636 552188 9600766
INIA_4 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600644 552188 9600766
INIA_5 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600644 552188 9600766
INIA_6 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552243 9600653 552188 9600766
INIA_7 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600670 552188 9600766
INIA_8 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600670 552188 9600766
INIA_9 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600670 552188 9600766
INIA_10 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600670 552188 9600766
INIA_11 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552242 9600663 552188 9600766
INIA_12 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552242 9600663 552188 9600766
INIA_13 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552253 9600662 552188 9600766
INIA_14 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552250 9600654 552188 9600766
INIA_15 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552250 9600654 552188 9600766
INIA_16 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552255 9600654 552188 9600766
INIA_17 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552250 9600648 552188 9600766
INIA_18 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552257 9600646 552188 9600766
INIA_19 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552257 9600646 552188 9600766
INIA_20 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552256 9600640 552188 9600766
INIA_21 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552231 9600669 552188 9600766
INIA_22 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552231 9600669 552188 9600766
INIA_23 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552225 9600663 552188 9600766
INIA_24 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552224 9600680 552188 9600766
INIA_25 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552213 9600691 552188 9600766
INIA_26 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552213 9600691 552188 9600766
INIA_27 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552218 9600706 552188 9600766
INIA_28 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552218 9600706 552188 9600766
INIA_29 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552218 9600707 552188 9600766
INIA_30 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552229 9600693 552188 9600766
INIA_31 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552231 9600685 552188 9600766
INIA_32 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552238 9600679 552188 9600766
INIA_33 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552247 9600689 552188 9600766
INIA_34 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552247 9600686 552188 9600766
INIA_35 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552242 9600687 552188 9600766
INIA_36 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552235 9600693 552188 9600766
INIA_37 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552235 9600701 552188 9600766
INIA_38 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552235 9600701 552188 9600766
INIA_39 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552235 9600701 552188 9600766
INIA_40 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552232 9600696 552188 9600766
INIA_41 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552232 9600696 552188 9600766
INIA_42 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552224 9600706 552188 9600766
INIA_43 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552224 9600706 552188 9600766
INIA_44 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552225 9600714 552188 9600766
INIA_45 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552225 9600714 552188 9600766
INIA_46 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552270 9600677 552188 9600766
INIA_47 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552261 9600693 552188 9600766
INIA_48 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552251 9600693 552188 9600766
INIA_49 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552251 9600693 552188 9600766
INIA_50 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600698 552188 9600766
INIA_51 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552245 9600698 552188 9600766
INIA_52 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552234 9600715 552188 9600766
INIA_53 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552234 9600715 552188 9600766
INIA_54 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552234 9600715 552188 9600766
INIA_55 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552202 9600718 552188 9600766
INIA_56 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552202 9600718 552188 9600766
INIA_57 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552191 9600724 552188 9600766
INIA_58 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552184 9600751 552188 9600766
INIA_59 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552194 9600736 552188 9600766
INIA_60 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552196 9600733 552188 9600766
INIA_61 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552198 9600732 552188 9600766
INIA_62 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552202 9600732 552188 9600766
INIA_63 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552202 9600716 552188 9600766
INIA_64 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552220 9600720 552188 9600766
INIA_65 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552220 9600720 552188 9600766
INIA_66 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552219 9600722 552188 9600766
INIA_67 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552219 9600725 552188 9600766
INIA_68 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552213 9600727 552188 9600766
INIA_69 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552213 9600727 552188 9600766
INIA_70 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552213 9600727 552188 9600766
INIA_71 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552213 9600727 552188 9600766
INIA_72 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552213 9600727 552188 9600766
INIA_73 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552197 9600773 552188 9600766
INIA_74 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552195 9600750 552188 9600766
INIA_75 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552195 9600750 552188 9600766
INIA_76 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552231 9600729 552188 9600766
INIA_77 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552231 9600729 552188 9600766
INIA_78 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552226 9600726 552188 9600766
INIA_79 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552222 9600731 552188 9600766
INIA_80 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552222 9600731 552188 9600766
INIA_81 Tumbes Tumbes Corrales INIA EM 01 Intercuenca 13939 552216 9600730 552188 9600766
RICA_1 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554766 9579540 554761 9579513
RICA_2 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554766 9579540 554761 9579513
RICA_3 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554783 9579535 554761 9579513
RICA_4 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554779 9579530 554761 9579513
RICA_5 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554780 9579538 554761 9579513
RICA_6 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554771 9579526 554761 9579513
RICA_7 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554793 9579522 554761 9579513
RICA_8 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554793 9579522 554761 9579513
RICA_9 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554797 9579512 554761 9579513
RICA_10 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554802 9579509 554761 9579513
RICA_11 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554810 9579507 554761 9579513
RICA_12 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554812 9579508 554761 9579513
RICA_13 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554826 9579502 554761 9579513
RICA_14 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554846 9579498 554761 9579513
RICA_15 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554847 9579494 554761 9579513
RICA_16 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554843 9579491 554761 9579513
RICA_17 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554847 9579493 554761 9579513
RICA_18 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554849 9579504 554761 9579513
RICA_19 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554836 9579506 554761 9579513
RICA_20 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554835 9579508 554761 9579513
RICA_21 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554835 9579508 554761 9579513
RICA_22 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554841 9579511 554761 9579513
RICA_23 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554832 9579513 554761 9579513
RICA_24 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554872 9579495 554761 9579513
RICA_25 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554859 9579485 554761 9579513
RICA_26 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554862 9579478 554761 9579513
RICA_27 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554861 9579473 554761 9579513
RICA_28 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554863 9579477 554761 9579513
RICA_29 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554880 9579473 554761 9579513
RICA_30 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554880 9579473 554761 9579513
RICA_31 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554883 9579473 554761 9579513
RICA_32 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554885 9579475 554761 9579513
RICA_33 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554849 9579468 554761 9579513
RICA_34 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554866 9579464 554761 9579513
RICA_35 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554891 9579470 554761 9579513
RICA_36 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554892 9579466 554761 9579513
RICA_37 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554891 9579461 554761 9579513
RICA_38 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554894 9579455 554761 9579513
RICA_39 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554897 9579461 554761 9579513
RICA_40 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554898 9579454 554761 9579513
RICA_41 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554803 9579450 554761 9579513
RICA_42 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554809 9579450 554761 9579513
RICA_43 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554804 9579448 554761 9579513
RICA_44 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554806 9579445 554761 9579513
RICA_45 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554809 9579442 554761 9579513
RICA_46 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554915 9579439 554761 9579513
RICA_47 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554916 9579437 554761 9579513
RICA_48 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554923 9579436 554761 9579513
RICA_49 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554924 9579435 554761 9579513
RICA_50 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554927 9579432 554761 9579513
RICA_51 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554937 9579433 554761 9579513
RICA_52 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554930 9579432 554761 9579513
RICA_53 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554931 9579430 554761 9579513
RICA_54 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554936 9579427 554761 9579513
RICA_55 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554936 9579427 554761 9579513
RICA_56 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554936 9579427 554761 9579513
RICA_57 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554936 9579427 554761 9579513
RICA_58 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554931 9579430 554761 9579513
RICA_59 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554936 9579427 554761 9579513
RICA_60 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554944 9579423 554761 9579513
RICA_61 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554941 9579420 554761 9579513
RICA_62 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554941 9579420 554761 9579513
RICA_63 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554949 9579421 554761 9579513
RICA_64 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554951 9579413 554761 9579513
RICA_65 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554914 9579414 554761 9579513
RICA_66 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554960 9579412 554761 9579513
RICA_67 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554961 9579411 554761 9579513
RICA_68 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554884 9579451 554761 9579513
RICA_69 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554887 9579448 554761 9579513
RICA_70 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554909 9579436 554761 9579513
RICA_71 Tumbes Tumbes San Jacinto Rica playa EM 02 Cuenca Tumbes 554913 9579435 554761 9579513
PLANDIR_1 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543995 9597080 544052 9597040
PLANDIR_2 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543995 9597085 544052 9597040
PLANDIR_3 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543995 9597085 544052 9597040
PLANDIR_4 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543992 9597093 544052 9597040
PLANDIR_5 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543987 9597097 544052 9597040
PLANDIR_6 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543987 9597108 544052 9597040
PLANDIR_7 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543981 9597116 544052 9597040
PLANDIR_8 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543993 9597105 544052 9597040
PLANDIR_9 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543993 9597105 544052 9597040
PLANDIR_10 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544000 9597102 544052 9597040
PLANDIR_11 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544002 9597097 544052 9597040
PLANDIR_12 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543998 9597074 544052 9597040
PLANDIR_13 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544035 9597123 544052 9597040
PLANDIR_14 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544037 9597125 544052 9597040
PLANDIR_15 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544043 9597051 544052 9597040
PLANDIR_16 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544043 9597051 544052 9597040
PLANDIR_17 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544043 9597051 544052 9597040
PLANDIR_18 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544051 9597033 544052 9597040
PLANDIR_19 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544062 9597037 544052 9597040
PLANDIR_20 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544057 9597020 544052 9597040
PLANDIR_21 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544041 9597006 544052 9597040
PLANDIR_22 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544045 9596988 544052 9597040
PLANDIR_23 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544131 9596936 544052 9597040
PLANDIR_24 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544131 9596936 544052 9597040
PLANDIR_25 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 544003 9596938 544052 9597040
PLANDIR_26 Tumbes Contralmirante Villar Zorritos ISA REP EM 03 Intercuenca 13939 543995 9596940 544052 9597040
PEDRE_1 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533283 9581203 533516 9580966
PEDRE_2 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533283 9581203 533516 9580966
PEDRE_3 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533283 9581203 533516 9580966
PEDRE_4 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533236 9581201 533516 9580966
PEDRE_5 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533290 9581194 533516 9580966
PEDRE_6 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533290 9581194 533516 9580966
PEDRE_7 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533294 9581188 533516 9580966
PEDRE_8 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533314 9581173 533516 9580966
PEDRE_9 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533113 9581173 533516 9580966
PEDRE_10 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533216 9581170 533516 9580966
PEDRE_11 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533290 9581202 533516 9580966
PEDRE_12 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533299 9581195 533516 9580966
PEDRE_13 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533306 9581198 533516 9580966
PEDRE_14 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533303 9581190 533516 9580966
PEDRE_15 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533303 9581192 533516 9580966
PEDRE_16 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533308 9581182 533516 9580966
PEDRE_17 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533314 9581183 533516 9580966
PEDRE_18 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533324 9581179 533516 9580966
PEDRE_19 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533314 9581156 533516 9580966
PEDRE_20 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533311 9581159 533516 9580966
PEDRE_21 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533326 9581150 533516 9580966
PEDRE_22 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533321 9581145 533516 9580966
PEDRE_23 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533331 9581132 533516 9580966
PEDRE_24 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533323 9581170 533516 9580966
PEDRE_25 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533333 9581163 533516 9580966
PEDRE_26 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533332 9581163 533516 9580966
PEDRE_27 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533332 9581161 533516 9580966
PEDRE_28 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533332 9581161 533516 9580966
PEDRE_29 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533232 9581161 533516 9580966
PEDRE_30 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533339 9581144 533516 9580966
PEDRE_31 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533368 9581104 533516 9580966
PEDRE_32 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533364 9581103 533516 9580966
PEDRE_33 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533389 9581050 533516 9580966
PEDRE_34 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533382 9581086 533516 9580966
PEDRE_35 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533392 9581086 533516 9580966
PEDRE_36 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533399 9581049 533516 9580966
PEDRE_37 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533237 9581196 533516 9580966
PEDRE_38 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533243 9581196 533516 9580966
PEDRE_39 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533245 9581206 533516 9580966
PEDRE_40 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533260 9581206 533516 9580966
PEDRE_41 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533270 9581202 533516 9580966
PEDRE_42 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533270 9581202 533516 9580966
PEDRE_43 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533272 9581210 533516 9580966
PEDRE_44 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533272 9581210 533516 9580966
PEDRE_45 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533229 9581215 533516 9580966
PEDRE_46 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533229 9581215 533516 9580966
PEDRE_47 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533229 9581215 533516 9580966
PEDRE_48 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533240 9581212 533516 9580966
PEDRE_49 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533250 9581211 533516 9580966
PEDRE_50 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533255 9581212 533516 9580966
PEDRE_51 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533277 9581211 533516 9580966
PEDRE_52 Tumbes Contralmirante Villar Zorritos Pedregal EM 04 Cuenca Bocapán 533280 9581210 533516 9580966
BOSQ_1 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577834 533395 9577834
BOSQ_2 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577834 533395 9577834
BOSQ_3 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577835 533395 9577834
BOSQ_4 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577835 533395 9577834
BOSQ_5 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577839 533395 9577834
BOSQ_6 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577839 533395 9577834
BOSQ_7 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577839 533395 9577834
BOSQ_8 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577844 533395 9577834
BOSQ_9 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533395 9577841 533395 9577834
BOSQ_10 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534067 9577854 533395 9577834
BOSQ_11 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534044 9577851 533395 9577834
BOSQ_12 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534034 9577848 533395 9577834
BOSQ_13 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534024 9577852 533395 9577834
BOSQ_14 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534084 9577843 533395 9577834
BOSQ_15 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534084 9577832 533395 9577834
BOSQ_16 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534078 9577842 533395 9577834
BOSQ_17 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534068 9577864 533395 9577834
BOSQ_18 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533974 9577819 533395 9577834
BOSQ_19 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533971 9577821 533395 9577834
BOSQ_20 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533999 9577830 533395 9577834
BOSQ_21 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534016 9577831 533395 9577834
BOSQ_22 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533963 9577838 533395 9577834
BOSQ_23 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533946 9577830 533395 9577834
BOSQ_24 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533920 9577830 533395 9577834
BOSQ_25 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533920 9577830 533395 9577834
BOSQ_26 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533926 9577822 533395 9577834
BOSQ_27 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533921 9577820 533395 9577834
BOSQ_28 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533927 9577807 533395 9577834
BOSQ_29 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533925 9577801 533395 9577834
BOSQ_30 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533944 9577820 533395 9577834
BOSQ_31 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533952 9577821 533395 9577834
BOSQ_32 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533965 9577821 533395 9577834
BOSQ_33 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533965 9577821 533395 9577834
BOSQ_34 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 533995 9577856 533395 9577834
BOSQ_35 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534013 9577860 533395 9577834
BOSQ_36 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534024 9577880 533395 9577834
BOSQ_37 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534031 9577890 533395 9577834
BOSQ_38 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534044 9577892 533395 9577834
BOSQ_39 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534057 9577898 533395 9577834
BOSQ_40 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534057 9577898 533395 9577834
BOSQ_41 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534063 9577898 533395 9577834
BOSQ_42 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534068 9577890 533395 9577834
BOSQ_43 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534038 9577877 533395 9577834
BOSQ_44 Tumbes Contralmirante Villar Zorritos Marginal forest EM 05 Cuenca Bocapán 534038 9577877 533395 9577834
FUNDSE_1 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591631 9432226 591596 9432184
FUNDSE_2 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591623 9432222 591596 9432184
FUNDSE_3 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591623 9432222 591596 9432184
FUNDSE_4 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591624 9432232 591596 9432184
FUNDSE_5 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591630 9432232 591596 9432184
FUNDSE_6 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591637 9432234 591596 9432184
FUNDSE_7 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591642 9432232 591596 9432184
FUNDSE_8 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591636 9432239 591596 9432184
FUNDSE_9 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591630 9432236 591596 9432184
FUNDSE_10 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591639 9432247 591596 9432184
FUNDSE_11 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591635 9432247 591596 9432184
FUNDSE_12 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591635 9432247 591596 9432184
FUNDSE_13 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591633 9432249 591596 9432184
FUNDSE_14 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591627 9432245 591596 9432184
FUNDSE_15 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591630 9432252 591596 9432184
FUNDSE_16 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591625 9432256 591596 9432184
FUNDSE_17 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591620 9432257 591596 9432184
FUNDSE_18 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591615 9432259 591596 9432184
FUNDSE_19 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591119 9432246 591596 9432184
FUNDSE_20 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591605 9432251 591596 9432184
FUNDSE_21 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591613 9432338 591596 9432184
FUNDSE_22 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591608 9432234 591596 9432184
FUNDSE_23 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591611 9432230 591596 9432184
FUNDSE_24 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591610 9432232 591596 9432184
FUNDSE_25 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591610 9432232 591596 9432184
FUNDSE_26 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591617 9432230 591596 9432184
FUNDSE_27 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591618 9432222 591596 9432184
FUNDSE_28 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591614 9432219 591596 9432184
FUNDSE_29 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591603 9432228 591596 9432184
FUNDSE_30 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591588 9432211 591596 9432184
FUNDSE_31 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591584 9432214 591596 9432184
FUNDSE_32 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591584 9432214 591596 9432184
FUNDSE_33 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591579 9432209 591596 9432184
FUNDSE_34 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591575 9432209 591596 9432184
FUNDSE_35 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591585 9432214 591596 9432184
FUNDSE_36 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591575 9432219 591596 9432184
FUNDSE_37 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591588 9432220 591596 9432184
FUNDSE_38 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591588 9432220 591596 9432184
FUNDSE_39 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591581 9432227 591596 9432184
FUNDSE_40 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591588 9432236 591596 9432184
FUNDSE_41 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591602 9432227 591596 9432184
FUNDSE_42 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591592 9432248 591596 9432184
FUNDSE_43 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591592 9432248 591596 9432184
FUNDSE_44 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591600 9432259 591596 9432184
FUNDSE_45 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591596 9432253 591596 9432184
FUNDSE_46 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591583 9432256 591596 9432184
FUNDSE_47 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591584 9432250 591596 9432184
FUNDSE_48 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591580 9432265 591596 9432184
FUNDSE_49 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591588 9432205 591596 9432184
FUNDSE_50 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591589 9432202 591596 9432184
FUNDSE_51 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591585 9432201 591596 9432184
FUNDSE_52 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591573 9432183 591596 9432184
FUNDSE_53 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591573 9432183 591596 9432184
FUNDSE_54 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591583 9432174 591596 9432184
FUNDSE_55 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591583 9432170 591596 9432184
FUNDSE_56 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591589 9432170 591596 9432184
FUNDSE_57 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591602 9432173 591596 9432184
FUNDSE_58 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591582 9432157 591596 9432184
FUNDSE_59 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591582 9432157 591596 9432184
FUNDSE_60 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591576 9432148 591596 9432184
FUNDSE_61 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591573 9432152 591596 9432184
FUNDSE_62 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591573 9432199 591596 9432184
FUNDSE_63 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591573 9432199 591596 9432184
FUNDSE_64 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591572 9432143 591596 9432184
FUNDSE_65 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591584 9432147 591596 9432184
FUNDSE_66 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591673 9432138 591596 9432184
FUNDSE_67 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591673 9432138 591596 9432184
FUNDSE_68 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591569 9432142 591596 9432184
FUNDSE_69 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591565 9432142 591596 9432184
FUNDSE_70 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591563 9432133 591596 9432184
FUNDSE_71 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591569 9432128 591596 9432184
FUNDSE_72 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591564 9432127 591596 9432184
FUNDSE_73 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591562 9432220 591596 9432184
FUNDSE_74 Piura Morropón Chulucanas SENASA EM 06 Cuenca Piura 591569 9432121 591596 9432184
PARQKB_1 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536692 9424425 536685 9424453
PARQKB_2 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536684 9424417 536685 9424453
PARQKB_3 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536679 9424424 536685 9424453
PARQKB_4 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536685 9424438 536685 9424453
PARQKB_5 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536674 9424442 536685 9424453
PARQKB_6 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536674 9424442 536685 9424453
PARQKB_7 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536660 9424444 536685 9424453
PARQKB_8 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536654 9424450 536685 9424453
PARQKB_9 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536651 9424460 536685 9424453
PARQKB_10 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536648 9424453 536685 9424453
PARQKB_11 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536648 9424453 536685 9424453
PARQKB_12 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536643 9424443 536685 9424453
PARQKB_13 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536639 9424448 536685 9424453
PARQKB_14 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536643 9424450 536685 9424453
PARQKB_15 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536634 9424457 536685 9424453
PARQKB_16 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536640 9424457 536685 9424453
PARQKB_17 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536642 9424460 536685 9424453
PARQKB_18 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536646 9424466 536685 9424453
PARQKB_19 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536646 9424469 536685 9424453
PARQKB_20 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536658 9424855 536685 9424453
PARQKB_21 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536644 9424485 536685 9424453
PARQKB_22 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536638 9424478 536685 9424453
PARQKB_23 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536609 9424144 536685 9424453
PARQKB_24 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536614 9424142 536685 9424453
PARQKB_25 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536614 9424130 536685 9424453
PARQKB_26 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536620 9424140 536685 9424453
PARQKB_27 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536623 9424140 536685 9424453
PARQKB_28 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536628 9424145 536685 9424453
PARQKB_29 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536639 9424143 536685 9424453
PARQKB_30 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536625 9424147 536685 9424453
PARQKB_31 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536617 9424441 536685 9424453
PARQKB_32 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536611 9424159 536685 9424453
PARQKB_33 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536611 9424159 536685 9424453
PARQKB_34 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536626 9424157 536685 9424453
PARQKB_35 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536628 9424158 536685 9424453
PARQKB_36 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536628 9424158 536685 9424453
PARQKB_37 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536634 9424165 536685 9424453
PARQKB_38 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536639 9424163 536685 9424453
PARQKB_39 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536653 9424156 536685 9424453
PARQKB_40 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536645 9424156 536685 9424453
PARQKB_41 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536647 9424170 536685 9424453
PARQKB_42 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536640 9424166 536685 9424453
PARQKB_43 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536653 9424168 536685 9424453
PARQKB_44 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536658 9424169 536685 9424453
PARQKB_45 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536661 9424177 536685 9424453
PARQKB_46 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536667 9424175 536685 9424453
PARQKB_47 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536671 9424181 536685 9424453
PARQKB_48 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536667 9424191 536685 9424453
PARQKB_49 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536676 9424196 536685 9424453
PARQKB_50 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536679 9424196 536685 9424453
PARQKB_51 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536687 9424178 536685 9424453
PARQKB_52 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536707 9424186 536685 9424453
PARQKB_53 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536706 9424182 536685 9424453
PARQKB_54 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536750 9424171 536685 9424453
PARQKB_55 Piura Piura Veintiséis de Octubre Kurt Beer EM 07 Cuenca Piura 536753 9424184 536685 9424453
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FUNDVA_16 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 560567 9477768 560700 9477726
FUNDVA_17 Piura Sullana Sullana Fundo Valdez EM 08 Cuenca Chira 560567 9477768 560700 9477726
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CHAN_40 Piura Morropón La Matanza Chanchape EM 09 Cuenca Piura 603229 9419076 603030 9418972
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KM190_1 Piura Morropón La Matanza KM 190 EM 10 Cuenca Piura 598952 9418534 598925 9418632
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NACHT_1 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578323 9429319 575852 9431548
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NACHT_3 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578286 9429381 575852 9431548
NACHT_4 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578286 9429381 575852 9431548
NACHT_5 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578272 9429399 575852 9431548
NACHT_6 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578248 9429420 575852 9431548
NACHT_7 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578241 9429400 575852 9431548
NACHT_8 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578241 9429590 575852 9431548
NACHT_9 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578257 9429381 575852 9431548
NACHT_10 Piura Morropón Chulucanas CC Ignacio Tavara EM 11 Cuenca Piura 578269 9429365 575852 9431548
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MONT_16 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606458 9412653 606411 9412904
MONT_17 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606458 9412653 606411 9412904
MONT_18 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606498 9412651 606411 9412904
MONT_19 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606493 9412641 606411 9412904
MONT_20 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606505 9412642 606411 9412904
MONT_21 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606505 9412640 606411 9412904
MONT_22 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606512 9412647 606411 9412904
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MONT_25 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606508 9412665 606411 9412904
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MONT_31 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606532 9412645 606411 9412904
MONT_32 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606537 9412244 606411 9412904
MONT_33 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606547 9412646 606411 9412904
MONT_34 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606557 9412644 606411 9412904
MONT_35 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606557 9412651 606411 9412904
MONT_36 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606567 9412642 606411 9412904
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MONT_38 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606559 9412661 606411 9412904
MONT_39 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606561 9412657 606411 9412904
MONT_40 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606554 9412662 606411 9412904
MONT_41 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606561 9412662 606411 9412904
MONT_42 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606557 9412626 606411 9412904
MONT_43 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606559 9412626 606411 9412904
MONT_44 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606552 9412637 606411 9412904
MONT_45 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606546 9412631 606411 9412904
MONT_46 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606536 9412626 606411 9412904
MONT_47 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606538 9412627 606411 9412904
MONT_48 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606534 9412632 606411 9412904
MONT_49 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606527 9412635 606411 9412904
MONT_50 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606523 9412637 606411 9412904
MONT_51 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606521 9412632 606411 9412904
MONT_52 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606510 9412628 606411 9412904
MONT_53 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606526 9412619 606411 9412904
MONT_54 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606513 9412623 606411 9412904
MONT_55 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606371 9412651 606411 9412904
MONT_56 Piura Morropón La Matanza Monte Azul EM 12 Cuenca Piura 606383 9412675 606411 9412904
SAMAN_1 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527489 9467788 527549 9467787
SAMAN_2 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527489 9467788 527549 9467787
SAMAN_3 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527560 9467773 527549 9467787
SAMAN_4 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527530 9467763 527549 9467787
SAMAN_5 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527538 9467969 527549 9467787
SAMAN_6 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527559 9467762 527549 9467787
SAMAN_7 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527573 9467994 527549 9467787
SAMAN_8 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527548 9467739 527549 9467787
SAMAN_9 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527536 9467742 527549 9467787
SAMAN_10 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527528 9467716 527549 9467787
SAMAN_11 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527520 9467787 527549 9467787
SAMAN_12 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527524 9467797 527549 9467787
SAMAN_13 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527500 9467790 527549 9467787
SAMAN_14 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527551 9467803 527549 9467787
SAMAN_15 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527551 9467862 527549 9467787
SAMAN_16 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527534 9467818 527549 9467787
SAMAN_17 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527526 9467820 527549 9467787
SAMAN_18 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527563 9467821 527549 9467787
SAMAN_19 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527555 9467834 527549 9467787
SAMAN_20 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527536 9467832 527549 9467787
SAMAN_21 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527553 9467836 527549 9467787
SAMAN_22 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527555 9467840 527549 9467787
SAMAN_23 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527978 9467751 527549 9467787
SAMAN_24 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 528000 9467742 527549 9467787
SAMAN_25 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 528029 9467671 527549 9467787
SAMAN_26 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 528040 9467684 527549 9467787
SAMAN_27 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527561 9467838 527549 9467787
SAMAN_28 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527564 9467833 527549 9467787
SAMAN_29 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527576 9467831 527549 9467787
SAMAN_30 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527561 9467828 527549 9467787
SAMAN_31 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527561 9467828 527549 9467787
SAMAN_32 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527580 9467827 527549 9467787
SAMAN_33 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527568 9467816 527549 9467787
SAMAN_34 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527577 9467808 527549 9467787
SAMAN_35 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527565 9467808 527549 9467787
SAMAN_36 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527590 9467818 527549 9467787
SAMAN_37 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527592 9467810 527549 9467787
SAMAN_38 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527580 9467815 527549 9467787
SAMAN_39 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527575 9467778 527549 9467787
SAMAN_40 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527576 9467770 527549 9467787
SAMAN_41 Piura Sullana Marcavelica Saman Chico EM 13 Cuenca Chira 527571 9467768 527549 9467787

3 Edaphoclimatic analysis

3.1 Principal Component Analysis (PCA)

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

mv <- data_variables %>%
  group_by(Locality) %>%
  summarise(across(Carbonatos:pH, ~ mean(.x, na.rm = TRUE))) %>%
  rename(
    CaCO3 = Carbonatos,
    EC = CE,
    P = Fosforo,
    OM = Mat_Org,
    N = Nitrogeno,
    K = Potasio
  )

mv <- left_join(mv, data_clima, by = "Locality")

mv <- as.data.frame(mv)

## Estadisticas descriptivas

descriptivas <- mv %>%
  select(-Locality) %>%
  summarise(
    across(
      everything(),
      list(
        Minimun = ~ round(min(., na.rm = TRUE), 2),
        Maximun = ~ round(max(., na.rm = TRUE), 2),
        Mean = ~ round(mean(., na.rm = TRUE), 2),
        Deviation = ~ round(sd(., na.rm = TRUE), 2)
      ),
      .names = "{.col}_{.fn}"
    )
  ) %>%
  pivot_longer(
    cols = everything(),
    names_to = c("Variable", "Estadistico"),
    names_sep = "_",
    values_to = "Valor"
  ) %>%
  pivot_wider(names_from = Estadistico, values_from = Valor)

## PCA

rownames(mv) <- mv$Locality

head(mv)
##                            Locality CaCO3    EC      P   OM    N       K   pH
## CC Ignacio Tavara CC Ignacio Tavara  1.02 0.031   8.89 1.07 0.09  173.10 7.11
## Chanchape                 Chanchape  0.09 0.329 230.90 6.00 0.12 1199.13 6.58
## Fundo Valdez           Fundo Valdez  1.40 0.322  26.18 4.10 0.09  321.48 7.30
## INIA                           INIA  1.27 0.150  38.12 0.48 0.10  267.40 8.42
## ISA REP                     ISA REP  1.55 0.280  32.57 0.88 0.06  341.50 8.12
## KM 190                       KM 190  0.09 0.078 184.10 1.97 0.09  372.70 6.09
##                     CS    pp   RH Tmean  WS Tmax Tmin SLI Slope      DW
## CC Ignacio Tavara 11.4 190.8 62.0  25.7 4.0 38.2 16.3 180  3.95  226.41
## Chanchape         11.4 226.8 61.5  24.6 2.6 38.6 15.6  99  3.24 2092.89
## Fundo Valdez      11.3 236.8 64.3  24.6 3.4 38.5 15.6  92  1.77  110.30
## INIA              11.2 495.6 73.1  25.3 3.4 31.4 20.4   5  1.86  983.87
## ISA REP           11.4 190.8 62.0  25.7 4.0 38.2 16.3  26  5.13  347.85
## KM 190            11.4 226.8 61.5  24.6 2.6 38.6 15.6 118  3.75  115.20

pca <- mv %>%
  PCA(scale.unit = T, quali.sup = 1, graph = F)

rownames(pca$ind$coord)
##  [1] "CC Ignacio Tavara" "Chanchape"         "Fundo Valdez"     
##  [4] "INIA"              "ISA REP"           "KM 190"           
##  [7] "Kurt Beer"         "Marginal forest"   "Monte Azul"       
## [10] "Pedregal"          "Rica playa"        "Saman Chico"      
## [13] "SENASA"

# summary

summary(pca, nbelements = Inf, nb.dec = 2)
## 
## Call:
## PCA(X = ., scale.unit = T, quali.sup = 1, graph = F) 
## 
## 
## Eigenvalues
##                       Dim.1  Dim.2  Dim.3  Dim.4  Dim.5  Dim.6  Dim.7  Dim.8
## Variance               6.79   3.32   2.07   1.39   1.11   0.93   0.71   0.28
## % of var.             39.95  19.54  12.20   8.19   6.53   5.50   4.17   1.64
## Cumulative % of var.  39.95  59.49  71.69  79.88  86.41  91.90  96.07  97.71
##                       Dim.9 Dim.10 Dim.11 Dim.12
## Variance               0.17   0.15   0.05   0.02
## % of var.              1.02   0.87   0.31   0.09
## Cumulative % of var.  98.73  99.60  99.91 100.00
## 
## Individuals
##                      Dist   Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr
## CC Ignacio Tavara |  3.38 | -0.01  0.00  0.00 | -1.76  7.13  0.27 | -0.61  1.36
## Chanchape         |  4.32 |  3.85 16.78  0.79 |  0.36  0.31  0.01 |  0.17  0.10
## Fundo Valdez      |  2.03 |  0.05  0.00  0.00 | -0.43  0.43  0.04 |  0.62  1.41
## INIA              |  6.53 | -3.45 13.50  0.28 |  5.36 66.40  0.67 |  0.91  3.07
## ISA REP           |  3.20 | -1.38  2.14  0.18 | -1.52  5.37  0.23 | -0.42  0.67
## KM 190            |  3.17 |  2.31  6.05  0.53 | -0.40  0.36  0.02 | -1.59  9.41
## Kurt Beer         |  3.57 | -0.47  0.25  0.02 | -0.44  0.45  0.02 |  1.00  3.71
## Marginal forest   |  3.20 | -2.29  5.92  0.51 | -0.67  1.05  0.04 | -1.25  5.79
## Monte Azul        |  5.20 |  4.39 21.84  0.71 |  0.46  0.48  0.01 |  1.41  7.33
## Pedregal          |  3.61 | -2.71  8.32  0.56 | -0.69  1.11  0.04 | -1.52  8.60
## Rica playa        |  3.87 | -2.82  9.04  0.53 | -0.42  0.42  0.01 | -0.79  2.30
## Saman Chico       |  4.59 | -1.09  1.34  0.06 | -1.81  7.56  0.16 |  3.59 47.83
## SENASA            |  4.98 |  3.62 14.82  0.53 |  1.96  8.93  0.16 | -1.51  8.43
##                    cos2  
## CC Ignacio Tavara  0.03 |
## Chanchape          0.00 |
## Fundo Valdez       0.09 |
## INIA               0.02 |
## ISA REP            0.02 |
## KM 190             0.25 |
## Kurt Beer          0.08 |
## Marginal forest    0.15 |
## Monte Azul         0.07 |
## Pedregal           0.18 |
## Rica playa         0.04 |
## Saman Chico        0.61 |
## SENASA             0.09 |
## 
## Variables
##                     Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr  cos2  
## CaCO3             | -0.87 11.22  0.76 | -0.30  2.65  0.09 |  0.29  3.95  0.08 |
## EC                | -0.12  0.20  0.01 | -0.29  2.56  0.09 |  0.73 25.95  0.54 |
## P                 |  0.87 11.12  0.75 |  0.30  2.67  0.09 | -0.23  2.60  0.05 |
## OM                |  0.70  7.18  0.49 | -0.08  0.21  0.01 |  0.58 15.99  0.33 |
## N                 |  0.69  6.91  0.47 |  0.24  1.70  0.06 |  0.42  8.64  0.18 |
## K                 |  0.79  9.27  0.63 |  0.14  0.58  0.02 |  0.30  4.48  0.09 |
## pH                | -0.92 12.40  0.84 | -0.02  0.01  0.00 | -0.04  0.10  0.00 |
## CS                |  0.78  9.00  0.61 | -0.23  1.62  0.05 |  0.07  0.21  0.00 |
## pp                | -0.40  2.38  0.16 |  0.85 21.54  0.72 | -0.21  2.12  0.04 |
## RH                | -0.27  1.04  0.07 |  0.82 20.37  0.68 |  0.27  3.59  0.07 |
## Tmean             | -0.79  9.27  0.63 | -0.39  4.67  0.16 |  0.06  0.18  0.00 |
## WS                | -0.51  3.88  0.26 | -0.35  3.78  0.13 |  0.50 11.95  0.25 |
## Tmax              |  0.14  0.28  0.02 | -0.89 23.67  0.79 | -0.16  1.16  0.02 |
## Tmin              | -0.78  8.87  0.60 |  0.46  6.38  0.21 |  0.12  0.69  0.01 |
## SLI               |  0.60  5.35  0.36 | -0.28  2.42  0.08 | -0.23  2.49  0.05 |
## Slope             | -0.03  0.01  0.00 | -0.26  2.00  0.07 | -0.56 15.23  0.32 |
## DW                |  0.33  1.62  0.11 |  0.32  3.18  0.11 |  0.12  0.67  0.01 |
## 
## Supplementary categories
##                      Dist   Dim.1  cos2 v.test   Dim.2  cos2 v.test   Dim.3
## CC Ignacio Tavara |  3.38 | -0.01  0.00  -0.01 | -1.76  0.27  -0.96 | -0.61
## Chanchape         |  4.32 |  3.85  0.79   1.48 |  0.36  0.01   0.20 |  0.17
## Fundo Valdez      |  2.03 |  0.05  0.00   0.02 | -0.43  0.04  -0.24 |  0.62
## INIA              |  6.53 | -3.45  0.28  -1.32 |  5.36  0.67   2.94 |  0.91
## ISA REP           |  3.20 | -1.38  0.18  -0.53 | -1.52  0.23  -0.84 | -0.42
## KM 190            |  3.17 |  2.31  0.53   0.89 | -0.40  0.02  -0.22 | -1.59
## Kurt Beer         |  3.57 | -0.47  0.02  -0.18 | -0.44  0.02  -0.24 |  1.00
## Marginal forest   |  3.20 | -2.29  0.51  -0.88 | -0.67  0.04  -0.37 | -1.25
## Monte Azul        |  5.20 |  4.39  0.71   1.68 |  0.46  0.01   0.25 |  1.41
## Pedregal          |  3.61 | -2.71  0.56  -1.04 | -0.69  0.04  -0.38 | -1.52
## Rica playa        |  3.87 | -2.82  0.53  -1.08 | -0.42  0.01  -0.23 | -0.79
## Saman Chico       |  4.59 | -1.09  0.06  -0.42 | -1.81  0.16  -0.99 |  3.59
## SENASA            |  4.98 |  3.62  0.53   1.39 |  1.96  0.16   1.08 | -1.51
##                    cos2 v.test  
## CC Ignacio Tavara  0.03  -0.42 |
## Chanchape          0.00   0.12 |
## Fundo Valdez       0.09   0.43 |
## INIA               0.02   0.63 |
## ISA REP            0.02  -0.29 |
## KM 190             0.25  -1.11 |
## Kurt Beer          0.08   0.69 |
## Marginal forest    0.15  -0.87 |
## Monte Azul         0.07   0.98 |
## Pedregal           0.18  -1.06 |
## Rica playa         0.04  -0.55 |
## Saman Chico        0.61   2.49 |
## SENASA             0.09  -1.05 |

grupos_var <- c(
  rep("Edaphics", 7),
  rep("Climatics", 7),
  rep("Physiographics", 3)
)

pt <- fviz_pca_biplot(pca,
  label = c("ind", "var"),
  labelsize = 3,
  col.var = grupos_var,
  col.ind = "black",
  palette = c(
    "Edaphics" = "#C69C6D",
    "Climatics" = "steelblue",
    "Physiographics" = "forestgreen"
  ),
  legend.title = "Variables type",
  geom.var = c("arrow", "text"),
  repel = TRUE,
  addEllipses = FALSE
) +
  theme_minimal(base_size = 11) +
  theme(
    legend.position = "bottom",
    panel.border = element_rect(color = "gray80", fill = NA, size = 0.7),
    panel.grid = element_line(color = "gray90")
  )

pt

3.2 Figure 2

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

pt %>%
  ggsave2(plot = ., "submission/Figure_2.jpg", height = 8, width = 10, units = "in", dpi = 300)

pt %>%
  ggsave2(plot = ., "submission/Figure_2.eps", height = 8, width = 10, units = "in", dpi = 600)

knitr::include_graphics("submission/Figure_2.jpg")

4 Shannon–Weaver diversity index (H′)

h <- datos %>%
  select(
    "Tree form description", "Trunk quality description",
    "Fruit production description",
    "Fruit quality description",
    "Foliage quality description",
    "Forking description"
  )

variables <- c(
  "Tree form description", "Trunk quality description",
  "Fruit production description",
  "Fruit quality description",
  "Foliage quality description",
  "Forking description"
)

# Crear lista vacía para guardar resultados
resultados <- list()

for (var in variables) {
  # Tabla de frecuencia
  freq_table <- as.data.frame(table(datos[[var]]))
  colnames(freq_table) <- c("State", "Frequency")

  # Calcular proporción
  freq_table$Proportion <- round((freq_table$Frequency / sum(freq_table$Frequency)) * 100, 2)

  # Índice de Shannon
  H <- diversity(freq_table$Frequency, index = "shannon")

  # Añadir variable y valor del índice a la tabla
  freq_table <- freq_table %>%
    mutate(
      Qualitative_trait = var,
      Shannon_Weaver_index = round(H, 2)
    ) %>%
    select(Qualitative_trait, Shannon_Weaver_index, everything())

  # Guardar
  resultados[[var]] <- freq_table
}

# Unir todo en una sola tabla
tabla_shannon <- bind_rows(resultados)

tabla_shannon %>% kable(align = "c")
Qualitative_trait Shannon_Weaver_index State Frequency Proportion
Tree form description 1.09 Intermediate trees 239 37.88
Tree form description 1.09 Multi-stemmed trees 195 30.90
Tree form description 1.09 Single-stemmed trees 197 31.22
Trunk quality description 1.09 High-quality tree, free of defects or with minimal defects 195 30.90
Trunk quality description 1.09 Moderate-quality tree with defects 248 39.30
Trunk quality description 1.09 Poor-quality tree with significant defects 188 29.79
Fruit production description 1.30 Trees bearing fruit on 100% of branches 37 5.86
Fruit production description 1.30 Trees bearing fruit on up to 25% of branches 93 14.74
Fruit production description 1.30 Trees bearing fruit on up to 50% of branches 117 18.54
Fruit production description 1.30 Trees bearing fruit on up to 75% of branches 52 8.24
Fruit production description 1.30 Trees without fruit 332 52.61
Fruit quality description 1.00 Trees with bitter fruit 14 2.22
Fruit quality description 1.00 Trees with sweet fruit 223 35.34
Fruit quality description 1.00 Trees with very bitter fruit 337 53.41
Fruit quality description 1.00 Trees with very sweet fruit 57 9.03
Foliage quality description 1.07 Trees with foliage on all branches 227 35.97
Foliage quality description 1.07 Trees with foliage on up to one-third of branches 139 22.03
Foliage quality description 1.07 Trees with foliage on up to two-thirds of branches 265 42.00
Forking description 0.55 Forked at breast height (DBH) 82 13.00
Forking description 0.55 No evidence of bifurcation 524 83.04
Forking description 0.55 Presence of bifurcation below breast height (DBH) 25 3.96

5 Traits distribution by population

data_dist <- data_variables %>%
  select(-Individual:-District, -Station:-Basin, -`fito_IIhEd _k`:-Parasitos_XX, -Carbonatos:-pH)

# Pivotear datos

data_long <- data_dist %>%
  pivot_longer(
    cols = c(DBH, "Crown diameter", "Branch height", "Total height"),
    names_to = "Variable",
    values_to = "Valor"
  )

5.1 “DBH”

trait <- "DBH"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)


model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: DBH
##            Df Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12  78826  6568.9  25.741 < 0.00000000000000022 ***
## Residuals 618 157711   255.2                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()
Locality emmean SE df lower.CL upper.CL sig
5 Fundo Valdez 50.07421 2.591460 618 44.985075 55.16335 a
11 Monte Azul 46.62000 2.134727 618 42.427802 50.81220 ab
4 KM 190 45.77028 2.662472 618 40.541688 50.99887 abc
13 CC Ignacio Tavara 43.51769 4.430621 618 34.816794 52.21859 abcd
10 Saman Chico 37.33537 2.494850 618 32.435955 42.23478 bcd
8 Chanchape 34.20432 2.408297 618 29.474881 38.93376 cd
7 Kurt Beer 33.63545 2.154046 618 29.405317 37.86559 d
2 Marginal forest 32.40459 2.408297 618 27.675157 37.13403 de
12 Pedregal 30.81477 2.215311 618 26.464324 35.16522 de
1 SENASA 23.59649 1.857037 618 19.949620 27.24335 ef
6 INIA 18.40298 1.774981 618 14.917258 21.88871 f
9 Rica playa 16.06789 1.895864 618 12.344770 19.79100 f
3 ISA REP 15.59715 3.132922 618 9.444684 21.74961 f

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(DBH, na.rm = TRUE) + 5, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p1 <- data_long %>%
  filter(Variable == "DBH") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "DBH (cm)") +
  scale_y_continuous(limits = c(0, 160))

p1

5.2 Crown diameter

trait <- "`Crown diameter`"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)


model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: Crown diameter
##            Df  Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12  5135.5  427.95  26.255 < 0.00000000000000022 ***
## Residuals 618 10073.4   16.30                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()
Locality emmean SE df lower.CL upper.CL sig
5 Monte Azul 14.428393 0.5395100 618 13.368898 15.487888 a
13 Saman Chico 14.253659 0.6305239 618 13.015429 15.491888 a
4 CC Ignacio Tavara 14.023077 1.1197520 618 11.824097 16.222057 ab
11 KM 190 13.477778 0.6728872 618 12.156355 14.799200 a
10 Chanchape 12.400000 0.6086494 618 11.204728 13.595272 ab
8 Fundo Valdez 12.048684 0.6549403 618 10.762506 13.334862 ab
7 Kurt Beer 10.507818 0.5443925 618 9.438735 11.576902 bc
3 Marginal forest 9.865114 0.6086494 618 8.669842 11.060385 bcd
2 Pedregal 8.309615 0.5598760 618 7.210125 9.409106 cde
6 Rica playa 7.667606 0.4791421 618 6.726662 8.608550 de
1 INIA 7.591420 0.4485915 618 6.710471 8.472368 de
12 SENASA 6.689459 0.4693293 618 5.767786 7.611133 e
9 ISA REP 6.048077 0.7917842 618 4.493163 7.602991 e

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(`Crown diameter`, na.rm = TRUE) + 2, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p2 <- data_long %>%
  filter(Variable == "Crown diameter") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "Crown diameter (m)")

p2

5.3 Branch height

trait <- "`Branch height`"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)


model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: Branch height
##            Df  Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12  272.74 22.7283  12.681 < 0.00000000000000022 ***
## Residuals 618 1107.65  1.7923                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()
Locality emmean SE df lower.CL upper.CL sig
5 Fundo Valdez 4.081842 0.2171779 618 3.655346 4.508338 a
2 SENASA 3.210405 0.1556294 618 2.904779 3.516032 ab
11 Monte Azul 3.205536 0.1789013 618 2.854208 3.556864 ab
12 Kurt Beer 3.000545 0.1805203 618 2.646038 3.355053 b
1 KM 190 2.805556 0.2231291 618 2.367372 3.243739 bcd
10 INIA 2.739753 0.1487527 618 2.447631 3.031875 bc
8 Marginal forest 2.518636 0.2018279 618 2.122285 2.914988 bcde
4 Pedregal 2.482115 0.1856546 618 2.117525 2.846706 bcde
6 CC Ignacio Tavara 2.092308 0.3713093 618 1.363127 2.821489 bcdef
7 Saman Chico 1.996341 0.2090815 618 1.585745 2.406938 cdef
9 Rica playa 1.910986 0.1588833 618 1.598969 2.223003 def
13 Chanchape 1.719318 0.2018279 618 1.322967 2.115670 ef
3 ISA REP 1.322308 0.2625553 618 0.806699 1.837916 f

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(`Branch height`, na.rm = TRUE) + 0.5, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p3 <- data_long %>%
  filter(Variable == "Branch height") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "Branch height (m)")

p3

5.4 Total height

trait <- "`Total height`"

lmm <- paste({{ trait }}, "~ Locality") %>% as.formula()

plot_diagnostic(data_dist, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)


model <- data_dist %>%
  lm(formula = lmm, .)

anova(model)
## Analysis of Variance Table
## 
## Response: Total height
##            Df Sum Sq Mean Sq F value                Pr(>F)    
## Locality   12 2930.6 244.213  39.432 < 0.00000000000000022 ***
## Residuals 618 3827.5   6.193                                  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Locality) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig = ".group")

mc %>% kable()
Locality emmean SE df lower.CL upper.CL sig
5 Monte Azul 14.442857 0.3325577 618 13.789777 15.095937 a
11 Fundo Valdez 12.339474 0.4037098 618 11.546664 13.132283 b
4 Saman Chico 11.400732 0.3886593 618 10.637479 12.163985 bc
10 KM 190 11.136111 0.4147723 618 10.321577 11.950645 bc
8 CC Ignacio Tavara 10.146154 0.6902229 618 8.790687 11.501620 bcde
2 SENASA 9.835135 0.2892978 618 9.267009 10.403261 cd
7 Kurt Beer 9.784727 0.3355673 618 9.125737 10.443718 cd
13 Chanchape 9.770454 0.3751757 618 9.033681 10.507228 cd
1 Marginal forest 8.786364 0.3751757 618 8.049590 9.523137 de
6 Pedregal 8.490385 0.3451114 618 7.812651 9.168118 de
12 INIA 8.035803 0.2765149 618 7.492780 8.578825 e
3 Rica playa 7.953380 0.2953465 618 7.373376 8.533385 e
9 ISA REP 4.678846 0.4880613 618 3.720387 5.637306 f

# Calcular el valor máximo (upper whisker) por grupo

positions <- data_dist %>%
  group_by(Locality) %>%
  summarise(y_pos = max(`Total height`, na.rm = TRUE) + 1, .groups = "drop")

# Combinar con las letras del objeto mc

mc_pos <- left_join(mc, positions, by = "Locality")

p4 <- data_long %>%
  filter(Variable == "Total height") %>%
  ggplot(aes(x = Locality, y = Valor, fill = Locality)) +
  stat_boxplot(geom = "errorbar", width = 0.5, position = position_dodge(0.8)) +
  geom_boxplot(width = 0.5, position = position_dodge(0.8)) +
  geom_jitter(
    position = position_jitterdodge(jitter.width = 0.2, dodge.width = 0.8),
    shape = 21, size = 1.8, alpha = 0.6, color = "black"
  ) +
  geom_text(
    data = mc_pos,
    aes(x = factor(Locality), y = y_pos, label = sig),
    position = position_dodge(width = 0.8),
    size = 4,
    inherit.aes = FALSE
  ) +
  theme_minimal() +
  theme(
    panel.border = element_rect(colour = "black", fill = NA, linewidth = 0.5),
    panel.background = element_blank()
  ) +
  theme(
    axis.text.x = element_text(angle = 45, hjust = 1),
    legend.position = "none"
  ) +
  labs(x = "", y = "Total height (m)") +
  scale_y_continuous(limits = c(0, 30))

p4

5.5 Figure 3

fig <- list(
  p1 + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p4 + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p2 + theme(legend.position = "none"),
  p3 + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 2,
    labels = "auto",
    align = "v", rel_heights = c(1, 1.1)
  )

fig %>%
  ggsave2(
    plot = ., "submission/Figure_3.jpg", units = "cm",
    width = 30, height = 26
  )

fig %>%
  ggsave2(
    plot = ., "submission/Figure_3.eps", units = "cm",
    width = 30, height = 26
  )

knitr::include_graphics("submission/Figure_3.jpg")

6 Cluster Analysis

mv <- data_variables %>%
  mutate(across(`Tree form`:Parasitos_XX, as.numeric)) %>%
  group_by(Locality) %>%
  select(
    -`fito_IIhEd _k`:-Parasitos_XX,
    -`Branch height`, -Forking, -Basin, -Station,
    -Individual:-Locality,
    -Carbonatos:-pH
  ) %>%
  summarise(across(where(is.numeric), mean, na.rm = TRUE))

str(data_variables)
## tibble [631 × 35] (S3: tbl_df/tbl/data.frame)
##  $ Individual       : Factor w/ 631 levels "BOSQ_1","BOSQ_10",..: 201 212 223 234 245 256 267 278 281 202 ...
##  $ Departament      : Factor w/ 2 levels "Piura","Tumbes": 2 2 2 2 2 2 2 2 2 2 ...
##  $ Province         : Factor w/ 5 levels "Contralmirante Villar",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ District         : Factor w/ 8 levels "Chulucanas","Corrales",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ Locality         : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ Station          : Factor w/ 13 levels "EM 01","EM 02",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Basin            : Factor w/ 5 levels "Cuenca Bocapán",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ DBH              : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter   : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Branch height    : num [1:631] 3.5 3.7 1.8 1.8 3 2.1 4.5 3.8 1.9 2.59 ...
##  $ Total height     : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Tree form        : Factor w/ 3 levels "1","2","3": 3 3 3 1 2 2 2 2 2 2 ...
##  $ Trunk quality    : Factor w/ 3 levels "1","2","3": 2 2 1 2 1 1 2 2 2 2 ...
##  $ Fruit production : Factor w/ 5 levels "0","1","2","3",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality    : Factor w/ 4 levels "0","1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
##  $ Foliage quality  : Factor w/ 3 levels "1","2","3": 1 2 2 1 1 1 2 2 2 2 ...
##  $ Forking          : Factor w/ 3 levels "1","2","3": 3 3 3 2 2 3 3 3 3 3 ...
##  $ fito_IIhEd _k    : Factor w/ 7 levels "4","5","6","7",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhHt_l     : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IIhM_m      : Factor w/ 7 levels "4","5","6","7",..: NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItM_n      : Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_IItcbB_o_XX : Factor w/ 2 levels "3","4": NA 1 NA NA NA NA NA NA NA NA ...
##  $ fito_IItssHC_p_XX: Factor w/ 3 levels "2","3","4": NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_IIrssHC_q_XX: Factor w/ 2 levels "3","4": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsCh_r      : Factor w/ 4 levels "2","3","4","5": NA 2 NA NA NA NA NA NA NA NA ...
##  $ fito_PsAh_s_XX   : Factor w/ 5 levels "0","2","3","4",..: NA 3 NA NA NA NA NA NA NA NA ...
##  $ fito_PsLtr_t     : Factor w/ 3 levels "3","4","5": NA 1 NA NA NA NA NA NA NA NA ...
##  $ Parasitos_XX     : Factor w/ 1 level "Loranthaceae": NA NA NA NA NA NA NA NA NA NA ...
##  $ Carbonatos       : num [1:631] 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 1.27 ...
##  $ CE               : num [1:631] 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 0.15 ...
##  $ Fosforo          : num [1:631] 38.1 38.1 38.1 38.1 38.1 ...
##  $ Mat_Org          : num [1:631] 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 0.48 ...
##  $ Nitrogeno        : num [1:631] 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.1 ...
##  $ Potasio          : num [1:631] 267 267 267 267 267 ...
##  $ pH               : num [1:631] 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 8.42 ...

mv1 <- mv %>%
  textshape::column_to_rownames(., loc = 1)

mv1 <- as.matrix(mv1)

fviz_nbclust(mv1, pam, method = "silhouette")


pm <- pam(mv1, 4)

fig <- heatmaply(
  mv1,
  hclust_method = "median",
  scale = "column",
  k_row = 4, # número de clusters para filas (localidades)
  # k_col = 2,  # número de clusters para columnas (variables),
  colors = colorRampPalette(c("red", "yellow", "green"))(256),
  xlab = "Response variables",
  ylab = "Localities",
  grid_color = "#8C8C8C",
  grid_width = 0.00001,
  branches_lwd = 0.5,
  fontsize_row = 8,
  fontsize_col = 8,
  margins = c(60, 100),
  labRow = rownames(mv1),
  labCol = colnames(mv1),
  dendrogram = "row",
  key.title = "Color Key"
)

fig

6.1 Figure 4

# Guardar temporalmente el heatmap como HTML
htmlwidgets::saveWidget(fig, "heatmap_temp.html", selfcontained = TRUE)

# Exportar como imagen PNG (o PDF)
webshot::webshot("heatmap_temp.html", file = "submission/Figure_4.jpg", vwidth = 1000, vheight = 800)
## NULL

7 Assess Population Differentiation in Phenotypic Traits

library(Pstat)

set.seed(2025)

pstd <- data_variables %>%
  dplyr::select(Locality, DBH:"Foliage quality") %>% 
  mutate(across(Locality, ~ as.factor(.))) %>%
  mutate(across(DBH:length(.), ~ as.numeric(.))) %>%
  rename_with(~ tolower(.)) %>%
  rename_with(~ iconv(x = ., to = "ASCII//TRANSLIT")) %>% 
  rename(
    crown_diameter = `crown diameter`,
    branch_height = `branch height`,
    total_height = `total height`,
    tree_form = `tree form`,
    trunk_quality = `trunk quality`,
    fruit_production = `fruit production`,
    fruit_quality = `fruit quality`,
    foliage_quality = `foliage quality`,
  )

names(pstd)
##  [1] "locality"         "dbh"              "crown_diameter"   "branch_height"   
##  [5] "total_height"     "tree_form"        "trunk_quality"    "fruit_production"
##  [9] "fruit_quality"    "foliage_quality"

pstd %>% 
  AitTrans() %>% 
  TracePst(data = .
           , Fst = 0.03
           , ci = 1
           , boot = 1000
           , xm = 3
           )
## [1] "Populations sizes are:"
## CC Ignacio Tavara         Chanchape      Fundo Valdez              INIA 
##                13                44                38                81 
##           ISA REP            KM 190         Kurt Beer   Marginal forest 
##                26                36                55                44 
##        Monte Azul          Pedregal        Rica playa       Saman Chico 
##                56                52                71                41 
##            SENASA 
##                74

pstd %>% 
  AitTrans() %>% 
  Pst(ci = 1
      , csh = 1 # calculado anteriormente
      , boot = 1000
      )
## [1] "Populations sizes are:"
## CC Ignacio Tavara         Chanchape      Fundo Valdez              INIA 
##                13                44                38                81 
##           ISA REP            KM 190         Kurt Beer   Marginal forest 
##                26                36                55                44 
##        Monte Azul          Pedregal        Rica playa       Saman Chico 
##                56                52                71                41 
##            SENASA 
##                74
##        Quant_Varia Pst_Values 95 %_LowBoundCI 95 %_UpBoundCI
## 1              dbh  0.9165430       0.8986995      0.9379631
## 2   crown_diameter  0.8307563       0.7890355      0.8821334
## 3    branch_height  0.9325223       0.9120713      0.9523425
## 4     total_height  0.9383775       0.9257288      0.9533057
## 5        tree_form  0.9608892       0.9546830      0.9689223
## 6    trunk_quality  0.8962451       0.8741394      0.9243831
## 7 fruit_production  0.9767489       0.9724844      0.9815829
## 8    fruit_quality  0.9615656       0.9531595      0.9702995
## 9  foliage_quality  0.9251734       0.9072970      0.9446446

8 Plus tree selection

8.1 Principal Component Analysis (PCA)

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

mv <- data_variables %>%
  mutate(across(`Tree form`:Parasitos_XX, as.numeric)) %>% 
  select(Locality:`Forking`) %>%
  select(-`Forking`, -`Branch height`, -Station,-Basin)

str(mv)
## tibble [631 × 9] (S3: tbl_df/tbl/data.frame)
##  $ Locality        : Factor w/ 13 levels "CC Ignacio Tavara",..: 4 4 4 4 4 4 4 4 4 4 ...
##  $ DBH             : num [1:631] 21 19.7 20.7 21.6 18.1 ...
##  $ Crown diameter  : num [1:631] 5.1 6.85 6.3 6.6 6.5 6.6 4.2 5.25 4.35 7.85 ...
##  $ Total height    : num [1:631] 9.5 8.8 9 8.8 9 7.9 9.5 9 8.4 9.7 ...
##  $ Tree form       : num [1:631] 3 3 3 1 2 2 2 2 2 2 ...
##  $ Trunk quality   : num [1:631] 2 2 1 2 1 1 2 2 2 2 ...
##  $ Fruit production: num [1:631] 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fruit quality   : num [1:631] 1 1 1 1 1 1 1 1 1 1 ...
##  $ Foliage quality : num [1:631] 1 2 2 1 1 1 2 2 2 2 ...

## PCA

pca <- mv %>%
  PCA(scale.unit = T, quali.sup = 1, graph = F)

# summary

summary(pca, nbelements = Inf, nb.dec = 2)
## 
## Call:
## PCA(X = ., scale.unit = T, quali.sup = 1, graph = F) 
## 
## 
## Eigenvalues
##                       Dim.1  Dim.2  Dim.3  Dim.4  Dim.5  Dim.6  Dim.7  Dim.8
## Variance               4.34   1.34   1.04   0.46   0.31   0.25   0.19   0.08
## % of var.             54.31  16.70  12.98   5.72   3.82   3.10   2.42   0.95
## Cumulative % of var.  54.31  71.01  83.99  89.72  93.53  96.63  99.05 100.00
## 
## Individuals
##                      Dist   Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr
## 1                 |  2.57 | -1.47  0.08  0.33 |  1.70  0.34  0.44 |  0.01  0.00
## 2                 |  1.97 | -1.00  0.04  0.26 |  1.41  0.24  0.51 |  0.58  0.05
## 3                 |  2.38 | -1.42  0.07  0.36 |  0.77  0.07  0.11 |  0.25  0.01
## 4                 |  2.48 | -2.01  0.15  0.65 |  0.09  0.00  0.00 | -0.88  0.12
## 5                 |  2.54 | -2.18  0.17  0.74 |  0.25  0.01  0.01 | -0.71  0.08
## 6                 |  2.54 | -2.22  0.18  0.77 |  0.25  0.01  0.01 | -0.69  0.07
## 7                 |  1.89 | -1.53  0.09  0.65 |  0.57  0.04  0.09 |  0.41  0.03
## 8                 |  1.81 | -1.52  0.08  0.71 |  0.57  0.04  0.10 |  0.42  0.03
## 9                 |  1.94 | -1.67  0.10  0.73 |  0.55  0.04  0.08 |  0.56  0.05
## 10                |  1.34 | -1.04  0.04  0.60 |  0.63  0.05  0.22 | -0.12  0.00
## 11                |  1.59 | -1.40  0.07  0.77 |  0.58  0.04  0.13 |  0.28  0.01
## 12                |  1.39 | -1.11  0.04  0.63 |  0.62  0.05  0.20 | -0.02  0.00
## 13                |  2.49 | -2.08  0.16  0.70 |  0.85  0.09  0.12 | -0.08  0.00
## 14                |  2.42 | -2.02  0.15  0.69 |  0.86  0.09  0.12 | -0.11  0.00
## 15                |  2.64 | -2.19  0.18  0.69 |  0.83  0.08  0.10 |  0.06  0.00
## 16                |  2.05 | -1.55  0.09  0.57 |  0.92  0.10  0.20 | -0.59  0.05
## 17                |  2.20 | -1.79  0.12  0.66 |  0.89  0.09  0.16 | -0.37  0.02
## 18                |  1.48 | -1.25  0.06  0.71 |  0.60  0.04  0.17 |  0.11  0.00
## 19                |  1.42 | -1.17  0.05  0.68 |  0.61  0.04  0.19 |  0.00  0.00
## 20                |  1.35 | -1.08  0.04  0.65 |  0.63  0.05  0.22 | -0.06  0.00
## 21                |  1.86 | -0.45  0.01  0.06 |  1.29  0.20  0.48 |  0.05  0.00
## 22                |  1.85 | -0.54  0.01  0.09 |  1.28  0.19  0.48 |  0.15  0.00
## 23                |  2.29 | -0.07  0.00  0.00 |  2.11  0.53  0.85 |  0.38  0.02
## 24                |  1.89 | -0.56  0.01  0.09 |  1.28  0.19  0.46 |  0.17  0.00
## 25                |  2.30 | -0.72  0.02  0.10 |  0.49  0.03  0.04 | -0.36  0.02
## 26                |  2.32 | -0.59  0.01  0.06 |  0.50  0.03  0.05 | -0.48  0.03
## 27                |  2.61 |  0.34  0.00  0.02 |  0.71  0.06  0.07 |  2.08  0.66
## 28                |  2.38 |  0.66  0.02  0.08 |  0.75  0.07  0.10 |  1.75  0.47
## 29                |  1.53 |  0.00  0.00  0.00 | -0.69  0.06  0.21 |  0.93  0.13
## 30                |  1.34 |  0.35  0.00  0.07 | -0.64  0.05  0.23 |  0.60  0.06
## 31                |  1.25 |  0.47  0.01  0.14 | -0.63  0.05  0.25 |  0.45  0.03
## 32                |  1.85 |  0.72  0.02  0.15 | -0.01  0.00  0.00 |  0.96  0.14
## 33                |  1.23 | -0.78  0.02  0.40 |  0.67  0.05  0.30 | -0.39  0.02
## 34                |  1.58 | -1.31  0.06  0.70 |  0.60  0.04  0.14 |  0.20  0.01
## 35                |  1.89 | -1.47  0.08  0.61 | -0.01  0.00  0.00 | -0.39  0.02
## 36                |  2.27 | -0.26  0.00  0.01 |  2.09  0.52  0.85 |  0.60  0.05
## 37                |  1.79 | -0.34  0.00  0.04 |  1.50  0.27  0.70 | -0.11  0.00
## 38                |  1.84 | -0.64  0.01  0.12 |  1.46  0.25  0.63 |  0.22  0.01
## 39                |  1.95 | -0.79  0.02  0.16 |  1.44  0.25  0.54 |  0.41  0.03
## 40                |  2.00 | -0.87  0.03  0.19 |  1.43  0.24  0.51 |  0.49  0.04
## 41                |  2.05 | -1.00  0.04  0.24 |  1.41  0.24  0.47 |  0.58  0.05
## 42                |  2.52 | -0.76  0.02  0.09 | -1.02  0.12  0.16 | -0.08  0.00
## 43                |  2.48 | -2.25  0.18  0.82 | -0.11  0.00  0.00 |  0.41  0.03
## 44                |  2.08 | -1.72  0.11  0.68 |  0.54  0.03  0.07 |  0.66  0.07
## 45                |  2.15 | -1.84  0.12  0.74 |  0.52  0.03  0.06 |  0.77  0.09
## 46                |  1.65 | -1.37  0.07  0.69 |  0.59  0.04  0.13 |  0.23  0.01
## 47                |  1.41 | -1.06  0.04  0.57 |  0.63  0.05  0.20 | -0.04  0.00
## 48                |  1.32 | -0.79  0.02  0.36 |  0.67  0.05  0.26 | -0.35  0.02
## 49                |  1.51 | -1.25  0.06  0.68 |  0.60  0.04  0.16 |  0.14  0.00
## 50                |  1.79 | -1.46  0.08  0.66 |  0.58  0.04  0.10 |  0.34  0.02
## 51                |  1.43 | -0.55  0.01  0.15 |  0.70  0.06  0.24 | -0.61  0.06
## 52                |  1.41 | -1.03  0.04  0.54 |  0.63  0.05  0.20 | -0.09  0.00
## 53                |  1.50 | -0.92  0.03  0.38 |  0.65  0.05  0.19 | -0.19  0.01
## 54                |  1.28 | -0.76  0.02  0.35 |  0.67  0.05  0.28 | -0.38  0.02
## 55                |  1.52 | -0.44  0.01  0.09 |  0.71  0.06  0.22 | -0.74  0.08
## 56                |  1.37 | -1.05  0.04  0.59 |  0.63  0.05  0.21 | -0.07  0.00
## 57                |  1.70 | -1.50  0.08  0.78 |  0.57  0.04  0.11 |  0.39  0.02
## 58                |  2.40 | -2.07  0.16  0.75 |  0.49  0.03  0.04 |  0.98  0.15
## 59                |  2.88 | -2.58  0.24  0.80 | -0.16  0.00  0.00 |  0.75  0.09
## 60                |  2.96 | -2.66  0.26  0.81 | -0.17  0.00  0.00 |  0.83  0.11
## 61                |  2.51 | -2.27  0.19  0.81 | -0.11  0.00  0.00 |  0.39  0.02
## 62                |  2.47 | -2.13  0.17  0.75 | -0.10  0.00  0.00 |  0.21  0.01
## 63                |  2.60 | -2.35  0.20  0.82 | -0.13  0.00  0.00 |  0.48  0.03
## 64                |  2.39 | -2.02  0.15  0.72 |  0.50  0.03  0.04 |  0.94  0.14
## 65                |  2.12 | -1.86  0.13  0.77 |  0.52  0.03  0.06 |  0.78  0.09
## 66                |  2.20 | -1.91  0.13  0.75 |  0.51  0.03  0.05 |  0.83  0.11
## 67                |  1.98 | -1.62  0.10  0.67 |  0.55  0.04  0.08 |  0.44  0.03
## 68                |  2.10 | -1.50  0.08  0.51 |  0.57  0.04  0.07 |  0.40  0.02
## 69                |  2.15 | -1.84  0.12  0.73 |  0.52  0.03  0.06 |  0.69  0.07
## 70                |  2.09 | -1.78  0.12  0.73 |  0.53  0.03  0.06 |  0.71  0.08
## 71                |  2.10 | -1.82  0.12  0.75 |  0.53  0.03  0.06 |  0.71  0.08
## 72                |  2.09 | -1.83  0.12  0.77 |  0.53  0.03  0.06 |  0.74  0.08
## 73                |  2.04 | -1.70  0.11  0.70 |  0.54  0.03  0.07 |  0.62  0.06
## 74                |  1.90 | -1.53  0.09  0.65 |  0.57  0.04  0.09 |  0.46  0.03
## 75                |  1.93 | -1.54  0.09  0.64 |  0.56  0.04  0.09 |  0.48  0.03
## 76                |  1.36 | -0.98  0.04  0.53 |  0.64  0.05  0.22 | -0.17  0.00
## 77                |  1.69 | -1.50  0.08  0.78 |  0.57  0.04  0.11 |  0.38  0.02
## 78                |  1.74 | -1.54  0.09  0.78 |  0.56  0.04  0.10 |  0.42  0.03
## 79                |  1.77 | -1.55  0.09  0.77 |  0.56  0.04  0.10 |  0.45  0.03
## 80                |  2.01 | -1.78  0.12  0.78 |  0.53  0.03  0.07 |  0.69  0.07
## 81                |  1.85 | -1.56  0.09  0.70 |  0.56  0.04  0.09 |  0.45  0.03
## 82                |  2.20 |  0.15  0.00  0.00 |  1.21  0.17  0.30 |  0.44  0.03
## 83                |  2.46 |  0.73  0.02  0.09 |  1.29  0.20  0.27 | -0.18  0.00
## 84                |  2.49 |  1.85  0.12  0.55 |  0.32  0.01  0.02 |  0.30  0.01
## 85                |  1.86 |  0.12  0.00  0.00 | -0.91  0.10  0.24 | -0.45  0.03
## 86                |  1.91 | -0.27  0.00  0.02 |  1.51  0.27  0.62 | -0.22  0.01
## 87                |  2.21 | -0.09  0.00  0.00 |  0.99  0.12  0.20 |  0.74  0.08
## 88                |  2.42 | -0.43  0.01  0.03 |  0.94  0.10  0.15 |  1.11  0.19
## 89                |  2.43 | -0.52  0.01  0.05 |  0.93  0.10  0.15 |  1.21  0.22
## 90                |  2.59 |  0.14  0.00  0.00 |  1.79  0.38  0.48 |  1.23  0.23
## 91                |  2.92 | -0.46  0.01  0.03 |  1.71  0.34  0.34 |  1.84  0.52
## 92                |  2.21 |  0.20  0.00  0.01 |  1.03  0.12  0.22 |  0.44  0.03
## 93                |  2.60 |  0.12  0.00  0.00 |  0.24  0.01  0.01 | -0.20  0.01
## 94                |  2.24 |  0.41  0.01  0.03 |  1.41  0.24  0.40 | -0.83  0.11
## 95                |  2.70 | -2.31  0.19  0.73 |  0.05  0.00  0.00 | -0.58  0.05
## 96                |  1.94 | -0.65  0.02  0.11 |  1.27  0.19  0.42 |  0.25  0.01
## 97                |  2.42 | -0.25  0.00  0.01 |  2.09  0.52  0.74 |  0.58  0.05
## 98                |  1.84 | -0.11  0.00  0.00 |  1.34  0.21  0.53 | -0.33  0.02
## 99                |  2.80 | -0.24  0.00  0.01 |  1.33  0.21  0.23 |  1.14  0.20
## 100               |  2.86 | -2.66  0.26  0.87 |  0.19  0.00  0.00 | -0.19  0.01
## 101               |  2.54 | -0.75  0.02  0.09 |  0.48  0.03  0.04 | -0.37  0.02
## 102               |  2.43 |  0.12  0.00  0.00 |  2.14  0.54  0.78 |  0.17  0.00
## 103               |  3.29 | -1.61  0.09  0.24 |  2.26  0.61  0.47 |  0.94  0.14
## 104               |  2.02 | -1.45  0.08  0.52 |  0.93  0.10  0.21 | -0.70  0.07
## 105               |  2.60 | -0.78  0.02  0.09 |  2.02  0.48  0.60 |  1.10  0.19
## 106               |  2.57 | -2.26  0.19  0.78 |  0.82  0.08  0.10 |  0.12  0.00
## 107               |  2.84 | -2.39  0.21  0.71 |  0.81  0.08  0.08 |  0.30  0.01
## 108               |  2.97 | -2.61  0.25  0.77 |  0.78  0.07  0.07 |  0.50  0.04
## 109               |  2.24 | -1.80  0.12  0.65 |  0.88  0.09  0.16 | -0.35  0.02
## 110               |  2.72 | -2.36  0.20  0.75 |  0.04  0.00  0.00 | -0.48  0.03
## 111               |  2.70 | -2.30  0.19  0.72 |  0.05  0.00  0.00 | -0.53  0.04
## 112               |  2.86 | -2.52  0.23  0.78 |  0.02  0.00  0.00 | -0.32  0.02
## 113               |  3.18 | -2.87  0.30  0.81 | -0.03  0.00  0.00 |  0.05  0.00
## 114               |  2.46 | -2.04  0.15  0.69 |  0.85  0.09  0.12 | -0.05  0.00
## 115               |  2.68 | -2.32  0.20  0.75 |  0.82  0.08  0.09 |  0.21  0.01
## 116               |  1.53 | -1.28  0.06  0.69 |  0.60  0.04  0.15 |  0.16  0.00
## 117               |  2.27 | -1.89  0.13  0.69 |  0.87  0.09  0.15 | -0.24  0.01
## 118               |  2.68 | -2.32  0.20  0.75 |  0.04  0.00  0.00 | -0.50  0.04
## 119               |  2.65 | -2.27  0.19  0.73 |  0.05  0.00  0.00 | -0.56  0.05
## 120               |  2.12 | -1.64  0.10  0.60 |  0.91  0.10  0.18 | -0.48  0.03
## 121               |  1.91 | -1.63  0.10  0.74 |  0.55  0.04  0.08 |  0.54  0.04
## 122               |  1.71 | -1.51  0.08  0.78 |  0.57  0.04  0.11 |  0.40  0.02
## 123               |  2.51 | -2.18  0.17  0.76 | -0.87  0.09  0.12 | -0.34  0.02
## 124               |  1.50 | -1.26  0.06  0.71 |  0.60  0.04  0.16 |  0.16  0.00
## 125               |  1.58 | -1.34  0.07  0.73 |  0.59  0.04  0.14 |  0.25  0.01
## 126               |  2.38 | -1.49  0.08  0.39 |  1.34  0.21  0.32 |  1.11  0.19
## 127               |  2.59 | -2.37  0.21  0.84 | -0.13  0.00  0.00 |  0.55  0.05
## 128               |  2.39 | -2.14  0.17  0.80 | -0.10  0.00  0.00 |  0.31  0.01
## 129               |  2.66 | -2.44  0.22  0.84 | -0.14  0.00  0.00 |  0.62  0.06
## 130               |  2.63 | -2.41  0.21  0.84 | -0.13  0.00  0.00 |  0.57  0.05
## 131               |  2.52 | -2.32  0.20  0.85 | -0.12  0.00  0.00 |  0.49  0.04
## 132               |  2.28 | -2.06  0.15  0.82 | -0.09  0.00  0.00 |  0.23  0.01
## 133               |  2.34 | -2.14  0.17  0.83 | -0.10  0.00  0.00 |  0.31  0.01
## 134               |  2.24 | -2.00  0.15  0.80 | -0.08  0.00  0.00 |  0.18  0.01
## 135               |  2.22 | -2.00  0.15  0.81 | -0.08  0.00  0.00 |  0.17  0.00
## 136               |  2.23 | -1.98  0.14  0.79 | -0.08  0.00  0.00 |  0.17  0.00
## 137               |  2.24 | -2.02  0.15  0.81 | -0.08  0.00  0.00 |  0.19  0.01
## 138               |  2.22 | -1.98  0.14  0.80 | -0.08  0.00  0.00 |  0.17  0.00
## 139               |  2.17 | -1.89  0.13  0.76 | -0.06  0.00  0.00 |  0.07  0.00
## 140               |  2.41 | -2.18  0.17  0.82 | -0.10  0.00  0.00 |  0.35  0.02
## 141               |  2.01 | -1.74  0.11  0.75 | -0.04  0.00  0.00 | -0.11  0.00
## 142               |  1.99 | -1.60  0.09  0.64 | -0.02  0.00  0.00 | -0.23  0.01
## 143               |  2.22 | -1.98  0.14  0.79 | -0.07  0.00  0.00 |  0.17  0.00
## 144               |  2.24 | -2.03  0.15  0.82 | -0.08  0.00  0.00 |  0.18  0.01
## 145               |  2.64 | -2.32  0.20  0.77 | -0.12  0.00  0.00 |  0.51  0.04
## 146               |  2.61 | -2.37  0.21  0.82 | -0.13  0.00  0.00 |  0.56  0.05
## 147               |  2.58 | -2.37  0.20  0.84 | -0.13  0.00  0.00 |  0.55  0.05
## 148               |  2.42 | -2.09  0.16  0.74 | -0.09  0.00  0.00 |  0.26  0.01
## 149               |  2.24 | -2.02  0.15  0.81 | -0.08  0.00  0.00 |  0.19  0.01
## 150               |  2.17 | -1.94  0.14  0.80 | -0.07  0.00  0.00 |  0.10  0.00
## 151               |  2.03 | -1.75  0.11  0.74 | -0.04  0.00  0.00 | -0.09  0.00
## 152               |  2.08 | -1.77  0.11  0.73 | -0.05  0.00  0.00 | -0.07  0.00
## 153               |  1.48 | -0.34  0.00  0.05 | -0.39  0.02  0.07 |  0.77  0.09
## 154               |  1.87 | -0.78  0.02  0.17 | -0.45  0.02  0.06 |  1.25  0.24
## 155               |  1.85 | -0.72  0.02  0.15 | -0.44  0.02  0.06 |  1.21  0.22
## 156               |  1.93 | -0.63  0.01  0.11 | -0.43  0.02  0.05 |  1.06  0.17
## 157               |  1.74 | -0.54  0.01  0.10 | -0.42  0.02  0.06 |  0.99  0.15
## 158               |  2.75 | -2.41  0.21  0.77 |  0.80  0.08  0.09 |  0.28  0.01
## 159               |  2.88 | -2.55  0.24  0.78 |  0.78  0.07  0.07 |  0.43  0.03
## 160               |  3.25 | -3.05  0.34  0.88 |  0.14  0.00  0.00 |  0.20  0.01
## 161               |  3.12 | -2.91  0.31  0.87 |  0.15  0.00  0.00 |  0.06  0.00
## 162               |  3.02 | -2.79  0.28  0.85 |  0.17  0.00  0.00 | -0.10  0.00
## 163               |  2.97 | -2.72  0.27  0.83 |  0.18  0.00  0.00 | -0.16  0.00
## 164               |  1.63 | -1.27  0.06  0.61 |  0.60  0.04  0.14 |  0.14  0.00
## 165               |  2.89 | -2.52  0.23  0.76 |  0.79  0.07  0.07 |  0.42  0.03
## 166               |  3.01 | -2.63  0.25  0.77 |  0.77  0.07  0.07 |  0.53  0.04
## 167               |  3.38 | -3.06  0.34  0.82 | -0.99  0.12  0.09 |  0.52  0.04
## 168               |  3.31 | -2.98  0.32  0.81 | -0.98  0.11  0.09 |  0.44  0.03
## 169               |  3.72 | -3.50  0.45  0.89 | -0.70  0.06  0.04 | -0.08  0.00
## 170               |  3.15 | -2.86  0.30  0.82 | -0.96  0.11  0.09 |  0.32  0.02
## 171               |  3.28 | -2.97  0.32  0.82 | -0.98  0.11  0.09 |  0.44  0.03
## 172               |  2.97 | -2.45  0.22  0.68 | -0.91  0.10  0.09 | -0.09  0.00
## 173               |  2.18 | -1.54  0.09  0.50 | -0.02  0.00  0.00 | -0.39  0.02
## 174               |  2.80 | -2.46  0.22  0.77 | -0.14  0.00  0.00 |  0.62  0.06
## 175               |  2.93 | -2.68  0.26  0.83 |  0.19  0.00  0.00 | -0.23  0.01
## 176               |  2.94 | -2.69  0.26  0.84 |  0.18  0.00  0.00 | -0.19  0.01
## 177               |  2.70 | -2.45  0.22  0.82 | -0.14  0.00  0.00 |  0.64  0.06
## 178               |  2.71 | -2.47  0.22  0.83 | -0.14  0.00  0.00 |  0.65  0.06
## 179               |  2.43 |  1.31  0.06  0.29 |  0.83  0.08  0.12 |  1.52  0.35
## 180               |  2.12 | -1.08  0.04  0.26 |  0.27  0.01  0.02 |  1.00  0.15
## 181               |  2.23 | -1.17  0.05  0.28 |  0.26  0.01  0.01 |  1.11  0.19
## 182               |  2.54 |  0.61  0.01  0.06 |  1.85  0.41  0.53 |  0.67  0.07
## 183               |  2.75 |  1.23  0.06  0.20 |  1.93  0.44  0.50 | -0.01  0.00
## 184               |  2.74 | -0.21  0.00  0.01 |  1.74  0.36  0.40 |  1.55  0.37
## 185               |  2.54 | -1.46  0.08  0.33 |  1.70  0.34  0.45 | -0.03  0.00
## 186               |  2.71 |  1.16  0.05  0.18 |  1.92  0.44  0.50 |  0.07  0.00
## 187               |  2.61 |  0.93  0.03  0.13 |  1.89  0.43  0.53 |  0.29  0.01
## 188               |  2.48 |  0.39  0.01  0.02 |  1.82  0.39  0.54 |  0.85  0.11
## 189               |  2.27 | -1.84  0.12  0.66 |  0.88  0.09  0.15 | -0.36  0.02
## 190               |  2.49 |  0.32  0.00  0.02 |  2.17  0.56  0.76 | -0.16  0.00
## 191               |  1.28 | -0.91  0.03  0.51 |  0.65  0.05  0.26 | -0.28  0.01
## 192               |  1.79 | -0.20  0.00  0.01 |  1.33  0.21  0.55 | -0.29  0.01
## 193               |  1.79 | -0.45  0.01  0.06 |  1.29  0.20  0.52 | -0.01  0.00
## 194               |  2.68 |  0.86  0.03  0.10 |  2.24  0.60  0.70 | -0.77  0.09
## 195               |  2.63 | -2.12  0.16  0.65 |  0.84  0.08  0.10 | -0.11  0.00
## 196               |  2.51 |  0.11  0.00  0.00 |  1.78  0.38  0.50 |  1.19  0.22
## 197               |  3.28 |  1.83  0.12  0.31 |  2.02  0.48  0.38 | -0.69  0.07
## 198               |  2.83 | -0.91  0.03  0.10 |  2.00  0.47  0.50 |  1.12  0.19
## 199               |  2.05 | -1.75  0.11  0.73 |  0.54  0.03  0.07 |  0.66  0.07
## 200               |  2.42 |  0.27  0.00  0.01 |  2.16  0.55  0.79 |  0.03  0.00
## 201               |  2.19 |  0.07  0.00  0.00 |  2.13  0.54  0.94 |  0.15  0.00
## 202               |  2.43 | -2.10  0.16  0.75 |  0.84  0.08  0.12 | -0.05  0.00
## 203               |  1.87 | -0.83  0.03  0.20 |  0.30  0.01  0.03 |  0.69  0.07
## 204               |  1.94 | -0.95  0.03  0.24 |  0.29  0.01  0.02 |  0.85  0.11
## 205               |  1.99 | -0.97  0.03  0.24 |  0.29  0.01  0.02 |  0.83  0.11
## 206               |  2.55 |  0.67  0.02  0.07 |  0.51  0.03  0.04 | -1.03  0.16
## 207               |  2.34 |  0.42  0.01  0.03 |  0.47  0.03  0.04 | -0.78  0.09
## 208               |  1.95 | -0.95  0.03  0.23 |  0.29  0.01  0.02 |  0.82  0.10
## 209               |  2.65 | -2.31  0.19  0.76 | -0.12  0.00  0.00 |  0.47  0.03
## 210               |  2.52 | -2.11  0.16  0.71 |  0.49  0.03  0.04 |  1.04  0.17
## 211               |  2.94 | -2.72  0.27  0.86 | -0.95  0.11  0.10 |  0.19  0.01
## 212               |  2.73 | -2.37  0.20  0.75 |  0.81  0.08  0.09 |  0.21  0.01
## 213               |  2.52 | -2.17  0.17  0.74 |  0.48  0.03  0.04 |  1.09  0.18
## 214               |  1.94 | -1.55  0.09  0.64 | -0.02  0.00  0.00 | -0.34  0.02
## 215               |  2.12 |  1.37  0.07  0.42 |  1.19  0.17  0.32 |  0.39  0.02
## 216               |  2.18 |  1.42  0.07  0.43 |  1.20  0.17  0.30 |  0.32  0.02
## 217               |  1.85 | -0.34  0.00  0.03 | -0.03  0.00  0.00 | -0.30  0.01
## 218               |  1.58 |  0.23  0.00  0.02 | -0.31  0.01  0.04 |  0.14  0.00
## 219               |  1.80 | -1.26  0.06  0.49 |  0.22  0.01  0.01 |  0.62  0.06
## 220               |  2.23 | -0.71  0.02  0.10 | -0.44  0.02  0.04 |  1.05  0.17
## 221               |  1.21 | -0.03  0.00  0.00 | -0.35  0.01  0.08 |  0.39  0.02
## 222               |  1.24 | -0.22  0.00  0.03 | -0.38  0.02  0.09 |  0.61  0.06
## 223               |  2.29 |  1.49  0.08  0.43 |  1.21  0.17  0.28 |  0.23  0.01
## 224               |  2.12 |  0.65  0.02  0.09 |  1.09  0.14  0.27 |  1.18  0.21
## 225               |  1.22 | -0.11  0.00  0.01 | -0.36  0.02  0.09 |  0.46  0.03
## 226               |  1.28 |  0.12  0.00  0.01 | -0.33  0.01  0.07 |  0.18  0.00
## 227               |  1.46 | -0.33  0.00  0.05 | -0.39  0.02  0.07 |  0.79  0.10
## 228               |  1.01 |  0.25  0.00  0.06 | -0.31  0.01  0.10 |  0.13  0.00
## 229               |  1.85 | -0.38  0.01  0.04 | -0.04  0.00  0.00 | -0.28  0.01
## 230               |  1.96 | -0.69  0.02  0.12 | -0.08  0.00  0.00 |  0.07  0.00
## 231               |  2.33 |  1.32  0.06  0.32 |  0.83  0.08  0.13 |  1.55  0.37
## 232               |  2.43 |  1.51  0.08  0.39 |  0.85  0.09  0.12 |  1.42  0.31
## 233               |  2.49 | -1.94  0.14  0.61 | -0.61  0.04  0.06 |  0.62  0.06
## 234               |  2.28 | -1.90  0.13  0.69 | -0.41  0.02  0.03 |  0.58  0.05
## 235               |  2.32 | -1.95  0.14  0.70 | -0.42  0.02  0.03 |  0.62  0.06
## 236               |  2.19 | -1.80  0.12  0.68 | -0.40  0.02  0.03 |  0.47  0.03
## 237               |  2.37 | -1.99  0.14  0.70 | -0.42  0.02  0.03 |  0.66  0.07
## 238               |  1.67 | -0.92  0.03  0.31 | -0.47  0.03  0.08 | -0.51  0.04
## 239               |  1.96 |  0.26  0.00  0.02 | -1.25  0.18  0.40 |  0.39  0.02
## 240               |  2.64 | -2.27  0.19  0.74 |  0.24  0.01  0.01 | -0.61  0.06
## 241               |  3.30 |  2.74  0.27  0.69 |  0.44  0.02  0.02 | -0.81  0.10
## 242               |  1.48 | -1.15  0.05  0.60 |  0.62  0.05  0.17 |  0.06  0.00
## 243               |  2.03 | -1.77  0.11  0.76 | -0.05  0.00  0.00 | -0.11  0.00
## 244               |  3.28 |  0.02  0.00  0.00 |  2.13  0.54  0.42 | -0.03  0.00
## 245               |  2.89 |  1.10  0.04  0.14 |  2.27  0.61  0.62 | -0.91  0.13
## 246               |  3.12 |  1.32  0.06  0.18 |  2.30  0.63  0.54 | -1.14  0.20
## 247               |  2.29 | -0.36  0.00  0.02 |  2.08  0.51  0.82 |  0.71  0.08
## 248               |  2.32 |  0.42  0.01  0.03 |  1.60  0.30  0.48 | -0.96  0.14
## 249               |  2.37 |  0.53  0.01  0.05 |  1.61  0.31  0.46 | -1.06  0.17
## 250               |  2.21 | -1.21  0.05  0.30 |  1.38  0.23  0.39 |  0.85  0.11
## 251               |  3.01 | -0.60  0.01  0.04 |  0.11  0.00  0.00 | -1.45  0.32
## 252               |  3.45 |  1.43  0.07  0.17 |  2.32  0.64  0.45 | -1.45  0.32
## 253               |  2.82 | -2.56  0.24  0.82 | -0.15  0.00  0.00 |  0.73  0.08
## 254               |  2.19 | -1.95  0.14  0.80 | -0.07  0.00  0.00 |  0.06  0.00
## 255               |  2.26 | -2.05  0.15  0.82 | -0.08  0.00  0.00 |  0.18  0.01
## 256               |  1.94 | -1.49  0.08  0.59 | -0.01  0.00  0.00 | -0.47  0.03
## 257               |  2.55 | -2.29  0.19  0.81 | -0.12  0.00  0.00 |  0.46  0.03
## 258               |  2.13 |  1.45  0.08  0.46 |  1.20  0.17  0.32 |  0.34  0.02
## 259               |  2.25 |  1.63  0.10  0.53 |  1.23  0.18  0.30 |  0.14  0.00
## 260               |  2.33 |  1.72  0.11  0.55 |  1.24  0.18  0.28 |  0.02  0.00
## 261               |  2.21 |  1.52  0.08  0.47 |  1.21  0.17  0.30 |  0.30  0.01
## 262               |  2.54 |  0.02  0.00  0.00 |  1.01  0.12  0.16 |  1.88  0.54
## 263               |  2.52 |  0.03  0.00  0.00 |  1.01  0.12  0.16 |  1.88  0.54
## 264               |  2.67 |  0.53  0.01  0.04 |  0.72  0.06  0.07 |  2.41  0.89
## 265               |  2.73 |  0.45  0.01  0.03 |  0.71  0.06  0.07 |  2.50  0.95
## 266               |  3.83 |  3.05  0.34  0.63 |  0.48  0.03  0.02 | -1.22  0.23
## 267               |  3.28 |  2.67  0.26  0.66 |  0.43  0.02  0.02 | -0.79  0.09
## 268               |  2.39 |  1.69  0.10  0.50 |  0.30  0.01  0.02 |  0.30  0.01
## 269               |  2.52 | -0.04  0.00  0.00 |  0.06  0.00  0.00 |  2.24  0.76
## 270               |  2.42 |  0.05  0.00  0.00 |  0.08  0.00  0.00 |  2.16  0.71
## 271               |  2.46 |  1.04  0.04  0.18 | -0.37  0.02  0.02 |  0.27  0.01
## 272               |  4.54 |  3.67  0.49  0.65 |  0.56  0.04  0.02 | -1.85  0.52
## 273               |  2.71 | -2.45  0.22  0.82 | -0.14  0.00  0.00 |  0.60  0.05
## 274               |  2.67 | -2.44  0.22  0.84 | -0.14  0.00  0.00 |  0.62  0.06
## 275               |  1.29 | -0.48  0.01  0.14 |  0.71  0.06  0.30 | -0.71  0.08
## 276               |  2.05 | -1.29  0.06  0.39 |  0.96  0.11  0.22 | -0.92  0.13
## 277               |  2.08 | -1.35  0.07  0.43 |  0.95  0.11  0.21 | -0.82  0.10
## 278               |  1.99 | -1.25  0.06  0.40 |  0.96  0.11  0.23 | -0.96  0.14
## 279               |  2.88 | -2.53  0.23  0.77 | -0.56  0.04  0.04 | -1.02  0.16
## 280               |  1.37 | -0.83  0.03  0.37 |  0.66  0.05  0.23 | -0.34  0.02
## 281               |  1.48 | -1.08  0.04  0.53 |  0.63  0.05  0.18 | -0.05  0.00
## 282               |  2.29 | -1.66  0.10  0.53 | -0.80  0.08  0.12 | -0.92  0.13
## 283               |  1.42 | -1.14  0.05  0.64 |  0.62  0.05  0.19 |  0.00  0.00
## 284               |  1.47 | -1.10  0.04  0.56 |  0.62  0.05  0.18 | -0.08  0.00
## 285               |  1.31 | -0.87  0.03  0.44 |  0.66  0.05  0.25 | -0.34  0.02
## 286               |  1.30 | -0.80  0.02  0.38 |  0.66  0.05  0.26 | -0.42  0.03
## 287               |  1.49 | -0.97  0.03  0.43 |  0.64  0.05  0.19 | -0.20  0.01
## 288               |  1.39 | -1.11  0.04  0.63 |  0.62  0.05  0.20 | -0.02  0.00
## 289               |  1.42 | -1.07  0.04  0.57 |  0.63  0.05  0.20 | -0.09  0.00
## 290               |  1.71 | -1.39  0.07  0.66 |  0.59  0.04  0.12 |  0.28  0.01
## 291               |  3.02 | -2.49  0.23  0.68 | -0.56  0.04  0.03 | -1.11  0.19
## 292               |  3.01 | -2.65  0.26  0.78 | -0.58  0.04  0.04 | -0.96  0.14
## 293               |  2.53 | -1.98  0.14  0.61 |  0.09  0.00  0.00 | -0.92  0.13
## 294               |  3.15 | -2.98  0.32  0.89 | -0.62  0.05  0.04 | -0.60  0.06
## 295               |  2.44 | -2.04  0.15  0.70 |  0.85  0.09  0.12 | -0.09  0.00
## 296               |  1.58 | -1.38  0.07  0.77 |  0.59  0.04  0.14 |  0.25  0.01
## 297               |  2.66 | -2.00  0.15  0.57 | -0.85  0.09  0.10 | -0.60  0.05
## 298               |  2.78 | -2.35  0.20  0.71 | -0.90  0.10  0.10 | -0.24  0.01
## 299               |  3.02 | -2.64  0.25  0.76 | -0.58  0.04  0.04 | -0.98  0.15
## 300               |  1.68 | -1.31  0.06  0.60 |  0.60  0.04  0.13 |  0.15  0.00
## 301               |  1.23 | -0.83  0.02  0.45 |  0.66  0.05  0.29 | -0.35  0.02
## 302               |  2.13 | -1.56  0.09  0.54 |  0.92  0.10  0.19 | -0.65  0.06
## 303               |  1.37 | -0.32  0.00  0.06 |  0.73  0.06  0.29 | -0.90  0.12
## 304               |  2.77 | -2.27  0.19  0.67 | -0.53  0.03  0.04 | -1.37  0.29
## 305               |  2.94 | -2.51  0.23  0.73 | -0.56  0.04  0.04 | -1.10  0.18
## 306               |  2.12 | -1.56  0.09  0.54 |  0.92  0.10  0.19 | -0.64  0.06
## 307               |  2.41 | -2.10  0.16  0.76 |  0.85  0.08  0.12 | -0.03  0.00
## 308               |  2.35 | -1.88  0.13  0.64 |  0.87  0.09  0.14 | -0.22  0.01
## 309               |  2.29 | -1.77  0.11  0.60 |  0.89  0.09  0.15 | -0.38  0.02
## 310               |  2.78 | -2.39  0.21  0.74 | -0.55  0.04  0.04 | -1.23  0.23
## 311               |  2.87 | -2.46  0.22  0.73 | -0.55  0.04  0.04 | -1.17  0.21
## 312               |  3.19 | -2.81  0.29  0.78 | -0.60  0.04  0.04 | -0.79  0.09
## 313               |  2.42 | -2.09  0.16  0.74 |  0.85  0.08  0.12 | -0.08  0.00
## 314               |  3.00 | -2.61  0.25  0.76 | -0.57  0.04  0.04 | -0.99  0.15
## 315               |  2.08 | -1.44  0.08  0.48 |  0.93  0.10  0.20 | -0.76  0.09
## 316               |  3.02 | -2.70  0.27  0.80 | -0.59  0.04  0.04 | -0.88  0.12
## 317               |  3.04 | -2.72  0.27  0.80 | -0.59  0.04  0.04 | -0.86  0.11
## 318               |  2.14 | -1.61  0.09  0.57 |  0.91  0.10  0.18 | -0.56  0.05
## 319               |  2.84 | -2.38  0.21  0.70 | -0.54  0.04  0.04 | -1.24  0.23
## 320               |  3.16 | -2.85  0.30  0.82 | -0.61  0.04  0.04 | -0.77  0.09
## 321               |  3.05 | -2.80  0.29  0.84 | -0.60  0.04  0.04 | -0.79  0.10
## 322               |  3.01 | -2.45  0.22  0.66 | -0.55  0.04  0.03 | -1.15  0.20
## 323               |  2.28 | -1.50  0.08  0.43 |  0.93  0.10  0.17 | -0.70  0.08
## 324               |  2.28 | -1.47  0.08  0.41 |  0.93  0.10  0.17 | -0.76  0.09
## 325               |  1.44 | -0.23  0.00  0.03 |  0.74  0.07  0.26 | -0.98  0.15
## 326               |  2.34 | -1.72  0.11  0.54 |  0.90  0.10  0.15 | -0.43  0.03
## 327               |  2.31 | -1.90  0.13  0.68 |  0.87  0.09  0.14 | -0.30  0.01
## 328               |  1.95 | -1.14  0.05  0.34 |  0.97  0.11  0.25 | -1.09  0.18
## 329               |  2.16 | -1.70  0.11  0.62 |  0.90  0.10  0.17 | -0.46  0.03
## 330               |  2.39 | -1.53  0.08  0.41 |  0.34  0.01  0.02 | -1.42  0.31
## 331               |  3.19 |  1.32  0.06  0.17 |  0.60  0.04  0.03 | -1.73  0.46
## 332               |  2.24 | -1.57  0.09  0.49 | -0.79  0.07  0.12 | -1.04  0.17
## 333               |  2.83 | -2.32  0.20  0.67 | -0.54  0.03  0.04 | -1.26  0.24
## 334               |  2.69 | -2.02  0.15  0.57 | -0.50  0.03  0.03 | -1.61  0.40
## 335               |  2.95 | -1.84  0.12  0.39 | -0.47  0.03  0.03 | -1.77  0.48
## 336               |  1.51 | -0.49  0.01  0.11 |  0.71  0.06  0.22 | -0.78  0.09
## 337               |  1.80 | -1.27  0.06  0.49 |  0.02  0.00  0.00 | -0.65  0.06
## 338               |  2.16 | -1.76  0.11  0.66 |  0.89  0.09  0.17 | -0.39  0.02
## 339               |  3.11 | -2.89  0.30  0.86 | -0.61  0.04  0.04 | -0.73  0.08
## 340               |  1.85 | -1.19  0.05  0.42 |  0.03  0.00  0.00 | -0.74  0.08
## 341               |  2.49 | -1.92  0.13  0.59 | -0.84  0.08  0.11 | -0.67  0.07
## 342               |  1.37 | -0.80  0.02  0.34 |  0.67  0.05  0.24 | -0.44  0.03
## 343               |  2.04 | -1.13  0.05  0.31 |  0.98  0.11  0.23 | -1.10  0.19
## 344               |  1.45 | -0.32  0.00  0.05 |  0.73  0.06  0.25 | -0.93  0.13
## 345               |  2.43 | -2.06  0.16  0.72 | -0.86  0.09  0.12 | -0.52  0.04
## 346               |  2.70 | -2.12  0.16  0.62 | -0.51  0.03  0.04 | -1.50  0.34
## 347               |  2.00 | -1.39  0.07  0.48 |  0.94  0.11  0.22 | -0.84  0.11
## 348               |  2.04 | -1.56  0.09  0.59 |  0.92  0.10  0.20 | -0.63  0.06
## 349               |  4.42 |  4.00  0.58  0.82 |  0.84  0.08  0.04 | -0.86  0.11
## 350               |  2.98 | -2.70  0.27  0.82 | -0.59  0.04  0.04 | -0.86  0.11
## 351               |  0.42 | -0.04  0.00  0.01 |  0.04  0.00  0.01 | -0.11  0.00
## 352               |  2.93 |  2.79  0.28  0.91 |  0.68  0.06  0.05 |  0.49  0.04
## 353               |  2.36 |  1.85  0.13  0.61 | -0.80  0.08  0.11 | -0.12  0.00
## 354               |  2.33 |  2.07  0.16  0.79 | -0.77  0.07  0.11 | -0.30  0.01
## 355               |  2.76 | -0.48  0.01  0.03 | -2.46  0.72  0.80 |  1.03  0.16
## 356               |  2.06 |  0.23  0.00  0.01 | -1.02  0.12  0.24 |  1.74  0.46
## 357               |  1.69 |  1.14  0.05  0.45 | -0.89  0.09  0.28 |  0.79  0.09
## 358               |  1.80 |  1.46  0.08  0.66 | -0.85  0.09  0.22 |  0.43  0.03
## 359               |  1.72 |  1.29  0.06  0.57 | -0.87  0.09  0.26 |  0.59  0.05
## 360               |  1.70 |  1.00  0.04  0.34 | -0.91  0.10  0.29 |  0.95  0.14
## 361               |  1.67 |  1.03  0.04  0.38 | -0.91  0.10  0.30 |  0.90  0.12
## 362               |  1.99 |  1.52  0.08  0.58 | -0.84  0.08  0.18 |  0.32  0.02
## 363               |  2.75 |  2.54  0.24  0.85 |  0.65  0.05  0.06 |  0.75  0.08
## 364               |  2.46 |  1.88  0.13  0.59 |  0.56  0.04  0.05 |  1.45  0.32
## 365               |  1.85 |  0.61  0.01  0.11 | -0.96  0.11  0.27 |  1.38  0.29
## 366               |  2.20 |  1.00  0.04  0.21 | -1.68  0.34  0.58 |  0.13  0.00
## 367               |  2.69 |  2.33  0.20  0.75 |  0.62  0.05  0.05 |  1.03  0.16
## 368               |  2.57 |  2.23  0.18  0.76 |  0.61  0.04  0.06 |  1.05  0.17
## 369               |  3.74 |  3.48  0.44  0.86 |  0.77  0.07  0.04 | -0.36  0.02
## 370               |  2.78 | -2.12  0.16  0.58 | -0.51  0.03  0.03 | -1.59  0.39
## 371               |  2.23 |  1.16  0.05  0.27 | -1.66  0.33  0.56 |  0.01  0.00
## 372               |  2.10 | -0.85  0.03  0.16 | -1.23  0.18  0.34 |  0.62  0.06
## 373               |  3.41 |  3.27  0.39  0.92 |  0.75  0.07  0.05 | -0.08  0.00
## 374               |  2.86 |  2.69  0.26  0.89 |  0.67  0.05  0.05 |  0.55  0.05
## 375               |  2.58 | -2.06  0.15  0.64 |  0.08  0.00  0.00 | -0.78  0.09
## 376               |  2.46 |  1.78  0.12  0.52 |  0.54  0.04  0.05 |  1.56  0.37
## 377               |  2.14 |  0.77  0.02  0.13 | -1.71  0.35  0.64 |  0.44  0.03
## 378               |  2.62 |  0.35  0.00  0.02 | -2.35  0.66  0.81 |  0.05  0.00
## 379               |  3.04 | -1.99  0.14  0.43 | -0.62  0.05  0.04 |  1.21  0.22
## 380               |  2.48 |  1.47  0.08  0.35 |  0.50  0.03  0.04 |  1.92  0.56
## 381               |  2.51 |  1.37  0.07  0.30 |  0.49  0.03  0.04 |  2.00  0.61
## 382               |  3.11 | -2.16  0.17  0.48 | -1.23  0.18  0.15 |  0.64  0.06
## 383               |  2.06 |  0.55  0.01  0.07 | -1.40  0.23  0.46 |  0.20  0.01
## 384               |  2.11 |  0.37  0.00  0.03 | -1.42  0.24  0.45 |  0.38  0.02
## 385               |  2.40 |  1.43  0.07  0.35 | -1.62  0.31  0.46 | -0.34  0.02
## 386               |  2.10 | -0.62  0.01  0.09 | -1.78  0.38  0.72 | -0.47  0.03
## 387               |  2.39 | -0.01  0.00  0.00 | -1.82  0.39  0.58 |  1.29  0.25
## 388               |  2.11 |  0.77  0.02  0.13 | -1.71  0.35  0.66 |  0.45  0.03
## 389               |  2.13 |  0.87  0.03  0.17 | -1.70  0.34  0.63 |  0.29  0.01
## 390               |  2.63 | -0.27  0.00  0.01 | -1.85  0.41  0.50 |  1.53  0.36
## 391               |  2.11 |  0.80  0.02  0.14 | -1.71  0.35  0.65 |  0.38  0.02
## 392               |  3.20 | -3.04  0.34  0.90 | -0.63  0.05  0.04 | -0.52  0.04
## 393               |  2.59 | -0.16  0.00  0.00 | -2.42  0.69  0.87 |  0.69  0.07
## 394               |  2.12 |  0.54  0.01  0.06 | -1.75  0.36  0.68 |  0.66  0.07
## 395               |  2.61 |  2.28  0.19  0.76 |  0.61  0.04  0.05 |  1.02  0.16
## 396               |  2.15 |  0.99  0.04  0.21 | -1.68  0.34  0.61 |  0.22  0.01
## 397               |  2.17 |  0.38  0.01  0.03 | -1.77  0.37  0.66 |  0.84  0.11
## 398               |  3.55 |  3.23  0.38  0.83 |  0.74  0.06  0.04 | -0.09  0.00
## 399               |  2.62 | -1.62  0.10  0.38 | -0.57  0.04  0.05 |  0.82  0.10
## 400               |  2.17 |  0.48  0.01  0.05 | -1.75  0.36  0.65 |  0.76  0.09
## 401               |  2.23 |  0.97  0.03  0.19 | -1.69  0.34  0.57 |  0.19  0.01
## 402               |  2.27 |  1.30  0.06  0.33 | -1.64  0.32  0.53 | -0.15  0.00
## 403               |  2.54 |  1.63  0.10  0.41 | -1.60  0.30  0.40 | -0.56  0.05
## 404               |  2.50 |  1.27  0.06  0.26 | -0.94  0.11  0.14 | -1.71  0.45
## 405               |  2.30 |  1.22  0.05  0.28 |  1.17  0.16  0.26 |  0.62  0.06
## 406               |  2.51 |  1.86  0.13  0.55 |  1.26  0.19  0.25 | -0.05  0.00
## 407               |  3.42 |  2.80  0.29  0.67 |  1.38  0.23  0.16 | -1.09  0.18
## 408               |  2.44 |  0.11  0.00  0.00 | -0.75  0.07  0.09 | -1.48  0.33
## 409               |  2.82 | -1.82  0.12  0.42 | -0.47  0.03  0.03 | -1.85  0.52
## 410               |  3.39 | -0.52  0.01  0.02 | -0.29  0.01  0.01 | -3.21  1.57
## 411               |  2.91 | -1.73  0.11  0.35 | -0.46  0.02  0.02 | -1.88  0.54
## 412               |  2.35 |  1.13  0.05  0.23 | -0.96  0.11  0.17 | -1.55  0.37
## 413               |  2.90 | -2.08  0.16  0.52 | -0.50  0.03  0.03 | -1.53  0.36
## 414               |  3.18 |  0.28  0.00  0.01 | -1.30  0.20  0.17 | -2.56  1.00
## 415               |  3.12 | -0.89  0.03  0.08 | -0.34  0.01  0.01 | -2.93  1.31
## 416               |  2.47 | -1.99  0.14  0.65 |  0.09  0.00  0.00 | -0.87  0.12
## 417               |  1.96 |  0.67  0.02  0.12 | -1.02  0.12  0.27 | -1.03  0.16
## 418               |  2.42 | -1.31  0.06  0.29 | -1.13  0.15  0.22 | -1.27  0.25
## 419               |  2.55 | -1.55  0.09  0.37 | -1.16  0.16  0.21 | -0.99  0.15
## 420               |  2.54 | -1.58  0.09  0.39 | -1.17  0.16  0.21 | -0.96  0.14
## 421               |  2.41 | -1.05  0.04  0.19 | -1.10  0.14  0.21 | -1.56  0.37
## 422               |  2.52 | -1.64  0.10  0.42 | -1.18  0.16  0.22 | -0.92  0.13
## 423               |  2.51 | -1.08  0.04  0.18 | -1.10  0.14  0.19 | -1.50  0.34
## 424               |  2.57 | -0.57  0.01  0.05 | -1.03  0.13  0.16 | -2.08  0.66
## 425               |  2.40 | -1.28  0.06  0.28 | -1.13  0.15  0.22 | -1.36  0.28
## 426               |  2.19 |  0.99  0.04  0.20 | -0.98  0.11  0.20 | -1.39  0.30
## 427               |  3.47 |  2.21  0.18  0.41 | -1.52  0.27  0.19 | -1.32  0.27
## 428               |  4.30 |  2.90  0.31  0.46 | -1.43  0.24  0.11 | -2.10  0.67
## 429               |  3.91 |  2.37  0.21  0.37 | -1.50  0.27  0.15 | -1.56  0.37
## 430               |  3.32 | -0.30  0.00  0.01 | -1.73  0.35  0.27 | -1.35  0.28
## 431               |  5.08 |  4.37  0.70  0.74 |  0.89  0.09  0.03 | -1.45  0.32
## 432               |  3.89 |  2.02  0.15  0.27 | -1.19  0.17  0.09 | -2.26  0.78
## 433               |  2.45 |  0.26  0.00  0.01 | -2.01  0.48  0.67 | -0.93  0.13
## 434               |  4.38 |  2.55  0.24  0.34 | -1.12  0.15  0.07 | -2.81  1.20
## 435               |  3.81 |  3.28  0.39  0.74 |  1.10  0.14  0.08 | -1.21  0.23
## 436               |  4.43 |  3.65  0.49  0.68 |  1.15  0.16  0.07 | -1.64  0.41
## 437               |  3.89 |  1.76  0.11  0.20 | -1.80  0.39  0.21 | -2.65  1.08
## 438               |  2.72 |  1.34  0.07  0.24 | -1.28  0.19  0.22 | -1.41  0.30
## 439               |  2.30 |  1.26  0.06  0.30 | -1.29  0.20  0.32 | -1.17  0.21
## 440               |  2.67 | -0.51  0.01  0.04 | -0.65  0.05  0.06 | -2.22  0.76
## 441               |  2.77 | -1.81  0.12  0.43 | -0.47  0.03  0.03 | -1.93  0.57
## 442               |  1.83 | -0.60  0.01  0.11 | -1.20  0.17  0.43 |  0.35  0.02
## 443               |  3.32 |  3.05  0.34  0.85 |  0.72  0.06  0.05 |  0.21  0.01
## 444               |  2.59 |  0.47  0.01  0.03 | -2.33  0.65  0.81 |  0.00  0.00
## 445               |  3.13 |  3.00  0.33  0.92 |  0.71  0.06  0.05 |  0.24  0.01
## 446               |  3.16 |  3.05  0.34  0.93 |  0.72  0.06  0.05 |  0.20  0.01
## 447               |  2.90 | -0.65  0.02  0.05 | -2.49  0.73  0.73 |  1.20  0.22
## 448               |  2.99 | -0.68  0.02  0.05 | -2.49  0.74  0.69 |  1.21  0.22
## 449               |  3.13 | -0.83  0.02  0.07 | -2.51  0.75  0.64 |  1.41  0.30
## 450               |  2.81 | -0.28  0.00  0.01 | -2.44  0.70  0.75 |  0.79  0.10
## 451               |  2.76 | -0.30  0.00  0.01 | -2.44  0.71  0.78 |  0.79  0.10
## 452               |  2.85 | -0.46  0.01  0.03 | -2.46  0.72  0.75 |  1.02  0.16
## 453               |  2.74 | -0.40  0.01  0.02 | -2.45  0.71  0.80 |  0.93  0.13
## 454               |  2.90 | -0.53  0.01  0.03 | -2.47  0.72  0.73 |  1.12  0.19
## 455               |  2.96 | -0.50  0.01  0.03 | -2.47  0.72  0.69 |  1.07  0.18
## 456               |  2.76 | -0.29  0.00  0.01 | -2.44  0.70  0.78 |  0.83  0.11
## 457               |  2.99 | -0.26  0.00  0.01 | -2.43  0.70  0.66 |  0.86  0.11
## 458               |  2.91 | -0.52  0.01  0.03 | -2.47  0.72  0.72 |  1.03  0.16
## 459               |  2.85 | -0.52  0.01  0.03 | -2.47  0.72  0.75 |  1.02  0.16
## 460               |  2.96 | -0.46  0.01  0.02 | -2.46  0.72  0.69 |  1.06  0.17
## 461               |  2.55 | -0.07  0.00  0.00 | -2.41  0.69  0.89 |  0.57  0.05
## 462               |  3.76 |  2.18  0.17  0.34 | -2.10  0.52  0.31 | -1.91  0.56
## 463               |  3.34 |  1.77  0.11  0.28 | -2.16  0.55  0.42 | -1.49  0.34
## 464               |  3.32 |  2.41  0.21  0.53 | -1.49  0.26  0.20 | -1.33  0.27
## 465               |  3.52 |  3.38  0.42  0.92 |  0.76  0.07  0.05 | -0.15  0.00
## 466               |  3.21 |  0.05  0.00  0.00 | -2.39  0.68  0.55 |  0.57  0.05
## 467               |  2.94 |  0.10  0.00  0.00 | -2.39  0.68  0.66 |  0.46  0.03
## 468               |  3.91 |  3.74  0.51  0.91 |  0.81  0.08  0.04 | -0.52  0.04
## 469               |  3.44 |  3.21  0.38  0.87 |  0.74  0.06  0.05 |  0.12  0.00
## 470               |  2.80 |  2.63  0.25  0.88 |  0.66  0.05  0.06 |  0.67  0.07
## 471               |  3.20 |  2.28  0.19  0.51 | -1.51  0.27  0.22 | -1.19  0.22
## 472               |  3.53 |  3.38  0.42  0.92 |  0.76  0.07  0.05 | -0.18  0.00
## 473               |  4.22 |  3.96  0.57  0.88 |  0.84  0.08  0.04 | -0.73  0.08
## 474               |  2.19 |  0.38  0.01  0.03 | -1.77  0.37  0.65 |  0.87  0.11
## 475               |  2.54 |  0.17  0.00  0.00 | -2.38  0.67  0.88 |  0.28  0.01
## 476               |  5.17 |  4.04  0.60  0.61 | -0.69  0.06  0.02 | -2.47  0.93
## 477               |  3.88 |  3.70  0.50  0.91 |  0.80  0.08  0.04 | -0.54  0.05
## 478               |  3.35 |  3.24  0.38  0.94 |  0.74  0.07  0.05 | -0.03  0.00
## 479               |  2.65 |  0.53  0.01  0.04 | -2.33  0.64  0.77 | -0.01  0.00
## 480               |  2.65 |  1.75  0.11  0.44 | -1.58  0.30  0.36 | -0.60  0.05
## 481               |  2.61 |  1.10  0.04  0.18 | -1.67  0.33  0.41 |  0.01  0.00
## 482               |  2.66 | -1.07  0.04  0.16 | -2.19  0.57  0.68 |  0.55  0.05
## 483               |  2.52 | -0.90  0.03  0.13 | -2.16  0.56  0.74 |  0.38  0.02
## 484               |  2.81 | -1.26  0.06  0.20 | -2.21  0.58  0.62 |  0.77  0.09
## 485               |  2.68 | -1.11  0.05  0.17 | -2.19  0.57  0.67 |  0.64  0.06
## 486               |  3.08 |  1.70  0.11  0.31 |  1.59  0.30  0.27 | -0.99  0.15
## 487               |  2.73 |  0.48  0.01  0.03 |  1.43  0.24  0.27 |  0.35  0.02
## 488               |  2.25 | -1.40  0.07  0.39 | -0.77  0.07  0.12 | -1.29  0.26
## 489               |  3.36 |  2.19  0.17  0.42 |  1.31  0.20  0.15 | -1.05  0.17
## 490               |  2.71 | -1.99  0.14  0.54 | -0.49  0.03  0.03 | -1.63  0.41
## 491               |  2.78 |  1.85  0.12  0.44 | -1.57  0.29  0.32 | -0.83  0.10
## 492               |  3.05 | -1.02  0.04  0.11 | -0.36  0.02  0.01 | -2.74  1.15
## 493               |  2.63 |  0.28  0.00  0.01 | -2.36  0.66  0.81 |  0.13  0.00
## 494               |  2.58 |  1.68  0.10  0.42 |  0.53  0.03  0.04 |  1.69  0.44
## 495               |  2.65 |  1.11  0.04  0.17 |  0.45  0.02  0.03 |  2.31  0.81
## 496               |  3.47 |  2.94  0.32  0.72 |  1.06  0.13  0.09 | -0.80  0.10
## 497               |  2.51 |  1.81  0.12  0.52 |  0.90  0.10  0.13 |  0.43  0.03
## 498               |  3.79 |  3.34  0.41  0.78 |  1.11  0.15  0.09 | -1.21  0.22
## 499               |  2.41 | -1.88  0.13  0.61 |  0.10  0.00  0.00 | -1.03  0.16
## 500               |  2.42 | -1.27  0.06  0.27 | -1.13  0.15  0.22 | -1.37  0.29
## 501               |  2.71 |  1.05  0.04  0.15 |  1.89  0.42  0.49 | -0.84  0.11
## 502               |  1.75 |  0.19  0.00  0.01 | -0.70  0.06  0.16 | -1.13  0.19
## 503               |  2.43 |  1.70  0.11  0.49 |  1.62  0.31  0.44 | -0.53  0.04
## 504               |  3.21 |  0.64  0.01  0.04 | -1.60  0.30  0.25 | -2.34  0.84
## 505               |  3.39 |  1.61  0.09  0.23 | -1.83  0.40  0.29 | -1.78  0.48
## 506               |  2.70 |  0.70  0.02  0.07 | -1.96  0.45  0.52 | -0.89  0.12
## 507               |  2.89 | -1.18  0.05  0.17 | -0.38  0.02  0.02 | -2.59  1.02
## 508               |  3.00 |  0.41  0.01  0.02 |  1.95  0.45  0.42 | -2.02  0.62
## 509               |  3.15 |  0.63  0.01  0.04 |  2.56  0.78  0.66 | -1.53  0.36
## 510               |  2.99 |  0.38  0.01  0.02 |  2.53  0.76  0.72 | -1.29  0.25
## 511               |  1.97 |  0.69  0.02  0.12 | -1.02  0.12  0.27 | -1.04  0.17
## 512               |  1.80 |  0.56  0.01  0.10 | -1.04  0.13  0.34 | -0.94  0.14
## 513               |  2.87 |  2.30  0.19  0.65 |  0.97  0.11  0.11 | -0.03  0.00
## 514               |  2.12 |  0.79  0.02  0.14 |  1.11  0.15  0.28 |  1.08  0.18
## 515               |  2.93 |  2.29  0.19  0.61 |  1.31  0.21  0.20 | -0.60  0.06
## 516               |  2.54 |  2.00  0.15  0.62 |  1.28  0.19  0.25 | -0.26  0.01
## 517               |  3.34 |  2.64  0.25  0.63 |  1.36  0.22  0.17 | -0.94  0.13
## 518               |  2.49 |  0.41  0.01  0.03 | -1.64  0.32  0.44 | -1.47  0.33
## 519               |  1.75 |  0.50  0.01  0.08 | -1.05  0.13  0.36 | -0.87  0.11
## 520               |  2.43 |  0.13  0.00  0.00 | -0.74  0.07  0.09 | -1.60  0.39
## 521               |  2.77 |  2.20  0.18  0.63 |  1.30  0.20  0.22 | -0.51  0.04
## 522               |  2.88 |  0.20  0.00  0.00 |  2.51  0.75  0.76 | -1.01  0.16
## 523               |  2.44 | -1.14  0.05  0.22 |  0.20  0.00  0.01 | -1.81  0.50
## 524               |  2.93 | -2.60  0.25  0.79 | -0.57  0.04  0.04 | -1.04  0.16
## 525               |  2.94 | -2.63  0.25  0.80 | -0.58  0.04  0.04 | -0.98  0.15
## 526               |  2.92 | -1.42  0.07  0.24 | -0.41  0.02  0.02 | -2.30  0.81
## 527               |  3.50 |  1.75  0.11  0.25 |  2.36  0.66  0.45 | -1.69  0.43
## 528               |  2.63 |  0.97  0.03  0.14 |  2.26  0.60  0.74 | -0.80  0.10
## 529               |  2.50 |  0.80  0.02  0.10 |  2.23  0.59  0.80 | -0.61  0.06
## 530               |  2.47 |  0.73  0.02  0.09 |  2.22  0.59  0.81 | -0.53  0.04
## 531               |  2.68 |  0.94  0.03  0.12 |  2.25  0.60  0.71 | -0.83  0.11
## 532               |  2.27 | -0.13  0.00  0.00 |  2.11  0.53  0.86 |  0.43  0.03
## 533               |  3.39 |  1.62  0.10  0.23 |  2.34  0.65  0.48 | -1.52  0.35
## 534               |  3.04 |  1.32  0.06  0.19 |  2.30  0.63  0.57 | -1.16  0.21
## 535               |  3.96 |  3.82  0.53  0.93 |  0.09  0.00  0.00 |  0.41  0.03
## 536               |  2.93 | -2.64  0.25  0.81 | -0.58  0.04  0.04 | -0.97  0.14
## 537               |  5.23 |  5.07  0.94  0.94 |  0.26  0.01  0.00 | -0.95  0.14
## 538               |  4.90 |  4.78  0.83  0.95 |  0.22  0.01  0.00 | -0.68  0.07
## 539               |  3.68 |  3.44  0.43  0.87 |  0.04  0.00  0.00 |  0.86  0.11
## 540               |  3.61 |  0.92  0.03  0.07 | -3.01  1.07  0.69 |  0.40  0.02
## 541               |  4.46 |  4.39  0.70  0.97 |  0.17  0.00  0.00 | -0.12  0.00
## 542               |  5.06 |  4.96  0.90  0.96 |  0.24  0.01  0.00 | -0.74  0.08
## 543               |  3.36 |  1.99  0.14  0.35 | -0.16  0.00  0.00 |  2.46  0.92
## 544               |  3.29 |  2.17  0.17  0.43 | -0.14  0.00  0.00 |  2.28  0.79
## 545               |  3.56 |  1.68  0.10  0.22 | -0.20  0.00  0.00 |  2.80  1.20
## 546               |  4.73 |  4.57  0.76  0.93 |  0.19  0.00  0.00 | -0.46  0.03
## 547               |  6.02 |  5.47  1.09  0.83 |  0.31  0.01  0.00 | -1.58  0.38
## 548               |  5.33 |  5.07  0.94  0.90 |  0.26  0.01  0.00 | -1.04  0.17
## 549               |  3.32 |  2.44  0.22  0.54 | -0.10  0.00  0.00 |  1.98  0.60
## 550               |  3.03 | -2.28  0.19  0.57 | -0.53  0.03  0.03 | -1.32  0.27
## 551               |  4.31 |  4.08  0.61  0.90 |  0.12  0.00  0.00 |  0.31  0.01
## 552               |  4.02 |  3.83  0.54  0.91 |  0.09  0.00  0.00 |  0.52  0.04
## 553               |  4.14 |  4.05  0.60  0.96 |  0.12  0.00  0.00 |  0.26  0.01
## 554               |  4.12 |  4.01  0.59  0.95 |  0.11  0.00  0.00 |  0.30  0.01
## 555               |  4.23 |  4.17  0.63  0.97 |  0.14  0.00  0.00 |  0.12  0.00
## 556               |  3.81 |  3.44  0.43  0.81 |  0.04  0.00  0.00 |  0.92  0.13
## 557               |  3.85 |  2.07  0.16  0.29 | -2.85  0.96  0.55 | -0.56  0.05
## 558               |  2.99 | -0.20  0.00  0.00 | -0.61  0.04  0.04 | -2.47  0.93
## 559               |  3.45 |  3.21  0.38  0.86 |  0.01  0.00  0.00 |  1.12  0.19
## 560               |  3.99 |  3.70  0.50  0.86 | -0.27  0.01  0.00 |  1.11  0.19
## 561               |  3.72 |  0.94  0.03  0.06 | -3.35  1.33  0.81 |  1.11  0.19
## 562               |  4.94 |  4.88  0.87  0.98 | -0.11  0.00  0.00 | -0.18  0.00
## 563               |  4.06 |  3.33  0.40  0.67 | -0.32  0.01  0.01 |  1.57  0.38
## 564               |  4.75 |  3.87  0.55  0.66 | -1.79  0.38  0.14 | -0.39  0.02
## 565               |  4.19 |  3.27  0.39  0.61 | -1.87  0.42  0.20 |  0.18  0.00
## 566               |  4.07 |  2.91  0.31  0.51 | -1.92  0.44  0.22 |  0.55  0.05
## 567               |  4.20 |  3.72  0.50  0.78 | -0.27  0.01  0.00 |  1.18  0.21
## 568               |  3.79 |  3.16  0.36  0.70 | -0.35  0.01  0.01 |  1.74  0.46
## 569               |  4.54 |  4.43  0.72  0.95 | -0.18  0.00  0.00 |  0.37  0.02
## 570               |  4.25 |  3.98  0.58  0.88 | -0.24  0.01  0.00 |  0.85  0.11
## 571               |  3.83 |  2.76  0.28  0.52 | -0.40  0.02  0.01 |  2.18  0.73
## 572               |  4.20 |  2.72  0.27  0.42 | -0.41  0.02  0.01 |  2.24  0.76
## 573               |  4.06 |  3.20  0.37  0.62 | -0.34  0.01  0.01 |  1.72  0.45
## 574               |  2.96 | -2.67  0.26  0.82 | -0.58  0.04  0.04 | -0.88  0.12
## 575               |  4.11 |  2.94  0.32  0.51 | -0.38  0.02  0.01 |  1.99  0.61
## 576               |  4.18 |  3.91  0.56  0.87 | -0.25  0.01  0.00 |  0.92  0.13
## 577               |  3.97 |  3.46  0.44  0.76 | -0.31  0.01  0.01 |  1.43  0.31
## 578               |  3.98 |  3.58  0.47  0.81 | -0.29  0.01  0.01 |  1.27  0.25
## 579               |  4.10 |  3.83  0.53  0.87 | -0.26  0.01  0.00 |  1.03  0.16
## 580               |  3.60 |  2.26  0.19  0.39 | -2.59  0.80  0.52 |  0.49  0.04
## 581               |  4.17 |  3.20  0.37  0.59 | -2.46  0.72  0.35 | -0.53  0.04
## 582               |  4.23 |  2.58  0.24  0.37 | -3.13  1.16  0.55 | -0.72  0.08
## 583               |  4.28 |  2.38  0.21  0.31 | -3.15  1.18  0.54 | -0.48  0.03
## 584               |  5.12 |  5.01  0.92  0.96 | -0.10  0.00  0.00 | -0.28  0.01
## 585               |  3.79 |  3.07  0.34  0.66 | -0.36  0.02  0.01 |  1.77  0.48
## 586               |  4.40 |  4.24  0.66  0.93 | -0.20  0.00  0.00 |  0.57  0.05
## 587               |  5.20 |  5.13  0.96  0.97 | -0.08  0.00  0.00 | -0.44  0.03
## 588               |  5.95 |  5.74  1.20  0.93 |  0.00  0.00  0.00 | -1.15  0.20
## 589               |  6.51 |  6.23  1.41  0.91 |  0.07  0.00  0.00 | -1.70  0.44
## 590               |  7.22 |  6.61  1.60  0.84 |  0.12  0.00  0.00 | -2.25  0.77
## 591               |  3.83 |  0.60  0.01  0.02 | -3.40  1.37  0.79 |  1.46  0.32
## 592               |  3.39 |  2.14  0.17  0.40 | -0.10  0.00  0.00 |  2.27  0.78
## 593               |  3.54 |  2.71  0.27  0.59 | -0.02  0.00  0.00 |  1.58  0.38
## 594               |  3.14 |  2.81  0.29  0.80 |  0.34  0.01  0.01 |  0.97  0.14
## 595               |  2.97 |  2.56  0.24  0.74 |  0.30  0.01  0.01 |  1.26  0.24
## 596               |  2.91 |  2.40  0.21  0.68 |  0.28  0.01  0.01 |  1.46  0.33
## 597               |  3.16 |  2.85  0.30  0.81 |  0.34  0.01  0.01 |  0.93  0.13
## 598               |  3.15 |  2.67  0.26  0.72 |  0.32  0.01  0.01 |  1.11  0.19
## 599               |  3.11 |  2.90  0.31  0.87 |  0.35  0.01  0.01 |  0.88  0.12
## 600               |  2.89 |  2.37  0.20  0.67 |  0.28  0.01  0.01 |  1.51  0.35
## 601               |  2.99 |  2.24  0.18  0.56 |  0.26  0.01  0.01 |  1.59  0.39
## 602               |  2.88 |  2.37  0.20  0.67 |  0.28  0.01  0.01 |  1.47  0.33
## 603               |  3.12 |  2.78  0.28  0.79 |  0.33  0.01  0.01 |  1.00  0.15
## 604               |  3.01 |  0.10  0.00  0.00 | -2.73  0.88  0.82 |  0.93  0.13
## 605               |  3.17 | -0.30  0.00  0.01 | -2.79  0.92  0.77 |  1.37  0.28
## 606               |  2.91 |  1.08  0.04  0.14 | -2.60  0.80  0.80 | -0.18  0.00
## 607               |  3.00 |  2.71  0.27  0.82 |  0.32  0.01  0.01 |  1.09  0.18
## 608               |  2.91 |  2.25  0.19  0.60 |  0.26  0.01  0.01 |  1.61  0.39
## 609               |  2.12 |  0.59  0.01  0.08 | -1.74  0.36  0.67 |  0.63  0.06
## 610               |  2.80 |  0.25  0.00  0.01 | -2.13  0.54  0.58 |  1.50  0.34
## 611               |  2.08 | -0.66  0.02  0.10 | -1.79  0.38  0.73 | -0.35  0.02
## 612               |  2.09 | -0.62  0.01  0.09 | -1.78  0.38  0.73 | -0.39  0.02
## 613               |  3.55 |  0.38  0.01  0.01 | -2.49  0.74  0.49 |  1.43  0.31
## 614               |  4.61 |  3.63  0.48  0.62 | -2.41  0.69  0.27 | -0.96  0.14
## 615               | 12.05 | 10.23  3.82  0.72 |  0.61  0.04  0.00 | -5.93  5.37
## 616               |  8.08 |  6.77  1.67  0.70 |  0.50  0.03  0.00 | -2.99  1.37
## 617               |  2.85 |  1.94  0.14  0.46 |  0.22  0.01  0.01 |  1.98  0.60
## 618               |  2.83 |  1.95  0.14  0.48 |  0.22  0.01  0.01 |  1.94  0.57
## 619               |  3.26 |  2.87  0.30  0.78 |  0.35  0.01  0.01 |  0.97  0.14
## 620               |  2.84 |  2.18  0.17  0.59 |  0.25  0.01  0.01 |  1.71  0.45
## 621               |  2.95 |  0.76  0.02  0.07 | -2.64  0.83  0.80 |  0.24  0.01
## 622               |  3.02 |  2.62  0.25  0.76 |  0.31  0.01  0.01 |  1.24  0.23
## 623               |  3.20 |  3.02  0.33  0.89 |  0.37  0.02  0.01 |  0.79  0.09
## 624               |  3.35 |  3.16  0.36  0.89 |  0.39  0.02  0.01 |  0.67  0.07
## 625               |  3.26 |  3.13  0.36  0.92 |  0.38  0.02  0.01 |  0.65  0.07
## 626               |  3.50 |  3.37  0.41  0.93 |  0.41  0.02  0.01 |  0.43  0.03
## 627               |  3.48 |  3.34  0.41  0.92 |  0.41  0.02  0.01 |  0.46  0.03
## 628               |  2.70 |  0.54  0.01  0.04 |  0.72  0.06  0.07 |  2.41  0.89
## 629               |  3.41 |  2.61  0.25  0.59 | -1.23  0.18  0.13 | -0.21  0.01
## 630               |  3.14 |  2.36  0.20  0.57 | -1.26  0.19  0.16 |  0.02  0.00
## 631               |  4.18 |  3.38  0.42  0.66 | -1.13  0.15  0.07 | -1.00  0.15
##                    cos2  
## 1                  0.00 |
## 2                  0.09 |
## 3                  0.01 |
## 4                  0.12 |
## 5                  0.08 |
## 6                  0.07 |
## 7                  0.05 |
## 8                  0.05 |
## 9                  0.08 |
## 10                 0.01 |
## 11                 0.03 |
## 12                 0.00 |
## 13                 0.00 |
## 14                 0.00 |
## 15                 0.00 |
## 16                 0.08 |
## 17                 0.03 |
## 18                 0.01 |
## 19                 0.00 |
## 20                 0.00 |
## 21                 0.00 |
## 22                 0.01 |
## 23                 0.03 |
## 24                 0.01 |
## 25                 0.02 |
## 26                 0.04 |
## 27                 0.63 |
## 28                 0.54 |
## 29                 0.37 |
## 30                 0.20 |
## 31                 0.13 |
## 32                 0.27 |
## 33                 0.10 |
## 34                 0.02 |
## 35                 0.04 |
## 36                 0.07 |
## 37                 0.00 |
## 38                 0.01 |
## 39                 0.04 |
## 40                 0.06 |
## 41                 0.08 |
## 42                 0.00 |
## 43                 0.03 |
## 44                 0.10 |
## 45                 0.13 |
## 46                 0.02 |
## 47                 0.00 |
## 48                 0.07 |
## 49                 0.01 |
## 50                 0.04 |
## 51                 0.18 |
## 52                 0.00 |
## 53                 0.02 |
## 54                 0.09 |
## 55                 0.24 |
## 56                 0.00 |
## 57                 0.05 |
## 58                 0.17 |
## 59                 0.07 |
## 60                 0.08 |
## 61                 0.02 |
## 62                 0.01 |
## 63                 0.03 |
## 64                 0.16 |
## 65                 0.13 |
## 66                 0.14 |
## 67                 0.05 |
## 68                 0.04 |
## 69                 0.10 |
## 70                 0.11 |
## 71                 0.12 |
## 72                 0.13 |
## 73                 0.09 |
## 74                 0.06 |
## 75                 0.06 |
## 76                 0.02 |
## 77                 0.05 |
## 78                 0.06 |
## 79                 0.07 |
## 80                 0.12 |
## 81                 0.06 |
## 82                 0.04 |
## 83                 0.01 |
## 84                 0.01 |
## 85                 0.06 |
## 86                 0.01 |
## 87                 0.11 |
## 88                 0.21 |
## 89                 0.25 |
## 90                 0.22 |
## 91                 0.40 |
## 92                 0.04 |
## 93                 0.01 |
## 94                 0.14 |
## 95                 0.05 |
## 96                 0.02 |
## 97                 0.06 |
## 98                 0.03 |
## 99                 0.17 |
## 100                0.00 |
## 101                0.02 |
## 102                0.01 |
## 103                0.08 |
## 104                0.12 |
## 105                0.18 |
## 106                0.00 |
## 107                0.01 |
## 108                0.03 |
## 109                0.02 |
## 110                0.03 |
## 111                0.04 |
## 112                0.01 |
## 113                0.00 |
## 114                0.00 |
## 115                0.01 |
## 116                0.01 |
## 117                0.01 |
## 118                0.04 |
## 119                0.04 |
## 120                0.05 |
## 121                0.08 |
## 122                0.06 |
## 123                0.02 |
## 124                0.01 |
## 125                0.02 |
## 126                0.22 |
## 127                0.04 |
## 128                0.02 |
## 129                0.05 |
## 130                0.05 |
## 131                0.04 |
## 132                0.01 |
## 133                0.02 |
## 134                0.01 |
## 135                0.01 |
## 136                0.01 |
## 137                0.01 |
## 138                0.01 |
## 139                0.00 |
## 140                0.02 |
## 141                0.00 |
## 142                0.01 |
## 143                0.01 |
## 144                0.01 |
## 145                0.04 |
## 146                0.05 |
## 147                0.04 |
## 148                0.01 |
## 149                0.01 |
## 150                0.00 |
## 151                0.00 |
## 152                0.00 |
## 153                0.27 |
## 154                0.45 |
## 155                0.43 |
## 156                0.30 |
## 157                0.32 |
## 158                0.01 |
## 159                0.02 |
## 160                0.00 |
## 161                0.00 |
## 162                0.00 |
## 163                0.00 |
## 164                0.01 |
## 165                0.02 |
## 166                0.03 |
## 167                0.02 |
## 168                0.02 |
## 169                0.00 |
## 170                0.01 |
## 171                0.02 |
## 172                0.00 |
## 173                0.03 |
## 174                0.05 |
## 175                0.01 |
## 176                0.00 |
## 177                0.06 |
## 178                0.06 |
## 179                0.39 |
## 180                0.23 |
## 181                0.25 |
## 182                0.07 |
## 183                0.00 |
## 184                0.32 |
## 185                0.00 |
## 186                0.00 |
## 187                0.01 |
## 188                0.12 |
## 189                0.03 |
## 190                0.00 |
## 191                0.05 |
## 192                0.03 |
## 193                0.00 |
## 194                0.08 |
## 195                0.00 |
## 196                0.23 |
## 197                0.04 |
## 198                0.16 |
## 199                0.10 |
## 200                0.00 |
## 201                0.00 |
## 202                0.00 |
## 203                0.13 |
## 204                0.19 |
## 205                0.18 |
## 206                0.16 |
## 207                0.11 |
## 208                0.18 |
## 209                0.03 |
## 210                0.17 |
## 211                0.00 |
## 212                0.01 |
## 213                0.19 |
## 214                0.03 |
## 215                0.03 |
## 216                0.02 |
## 217                0.03 |
## 218                0.01 |
## 219                0.12 |
## 220                0.22 |
## 221                0.11 |
## 222                0.24 |
## 223                0.01 |
## 224                0.31 |
## 225                0.14 |
## 226                0.02 |
## 227                0.30 |
## 228                0.02 |
## 229                0.02 |
## 230                0.00 |
## 231                0.44 |
## 232                0.34 |
## 233                0.06 |
## 234                0.06 |
## 235                0.07 |
## 236                0.05 |
## 237                0.08 |
## 238                0.09 |
## 239                0.04 |
## 240                0.05 |
## 241                0.06 |
## 242                0.00 |
## 243                0.00 |
## 244                0.00 |
## 245                0.10 |
## 246                0.13 |
## 247                0.09 |
## 248                0.17 |
## 249                0.20 |
## 250                0.15 |
## 251                0.23 |
## 252                0.18 |
## 253                0.07 |
## 254                0.00 |
## 255                0.01 |
## 256                0.06 |
## 257                0.03 |
## 258                0.03 |
## 259                0.00 |
## 260                0.00 |
## 261                0.02 |
## 262                0.55 |
## 263                0.56 |
## 264                0.81 |
## 265                0.83 |
## 266                0.10 |
## 267                0.06 |
## 268                0.02 |
## 269                0.79 |
## 270                0.80 |
## 271                0.01 |
## 272                0.17 |
## 273                0.05 |
## 274                0.05 |
## 275                0.31 |
## 276                0.20 |
## 277                0.16 |
## 278                0.23 |
## 279                0.13 |
## 280                0.06 |
## 281                0.00 |
## 282                0.16 |
## 283                0.00 |
## 284                0.00 |
## 285                0.07 |
## 286                0.10 |
## 287                0.02 |
## 288                0.00 |
## 289                0.00 |
## 290                0.03 |
## 291                0.13 |
## 292                0.10 |
## 293                0.13 |
## 294                0.04 |
## 295                0.00 |
## 296                0.03 |
## 297                0.05 |
## 298                0.01 |
## 299                0.10 |
## 300                0.01 |
## 301                0.08 |
## 302                0.09 |
## 303                0.43 |
## 304                0.24 |
## 305                0.14 |
## 306                0.09 |
## 307                0.00 |
## 308                0.01 |
## 309                0.03 |
## 310                0.20 |
## 311                0.17 |
## 312                0.06 |
## 313                0.00 |
## 314                0.11 |
## 315                0.13 |
## 316                0.08 |
## 317                0.08 |
## 318                0.07 |
## 319                0.19 |
## 320                0.06 |
## 321                0.07 |
## 322                0.15 |
## 323                0.09 |
## 324                0.11 |
## 325                0.46 |
## 326                0.03 |
## 327                0.02 |
## 328                0.31 |
## 329                0.04 |
## 330                0.35 |
## 331                0.29 |
## 332                0.22 |
## 333                0.20 |
## 334                0.36 |
## 335                0.36 |
## 336                0.27 |
## 337                0.13 |
## 338                0.03 |
## 339                0.05 |
## 340                0.16 |
## 341                0.07 |
## 342                0.10 |
## 343                0.29 |
## 344                0.41 |
## 345                0.05 |
## 346                0.31 |
## 347                0.18 |
## 348                0.09 |
## 349                0.04 |
## 350                0.08 |
## 351                0.06 |
## 352                0.03 |
## 353                0.00 |
## 354                0.02 |
## 355                0.14 |
## 356                0.71 |
## 357                0.22 |
## 358                0.06 |
## 359                0.12 |
## 360                0.31 |
## 361                0.29 |
## 362                0.03 |
## 363                0.07 |
## 364                0.35 |
## 365                0.55 |
## 366                0.00 |
## 367                0.15 |
## 368                0.17 |
## 369                0.01 |
## 370                0.33 |
## 371                0.00 |
## 372                0.09 |
## 373                0.00 |
## 374                0.04 |
## 375                0.09 |
## 376                0.40 |
## 377                0.04 |
## 378                0.00 |
## 379                0.16 |
## 380                0.60 |
## 381                0.63 |
## 382                0.04 |
## 383                0.01 |
## 384                0.03 |
## 385                0.02 |
## 386                0.05 |
## 387                0.29 |
## 388                0.05 |
## 389                0.02 |
## 390                0.34 |
## 391                0.03 |
## 392                0.03 |
## 393                0.07 |
## 394                0.10 |
## 395                0.15 |
## 396                0.01 |
## 397                0.15 |
## 398                0.00 |
## 399                0.10 |
## 400                0.12 |
## 401                0.01 |
## 402                0.00 |
## 403                0.05 |
## 404                0.47 |
## 405                0.07 |
## 406                0.00 |
## 407                0.10 |
## 408                0.37 |
## 409                0.43 |
## 410                0.90 |
## 411                0.42 |
## 412                0.43 |
## 413                0.28 |
## 414                0.65 |
## 415                0.88 |
## 416                0.12 |
## 417                0.28 |
## 418                0.28 |
## 419                0.15 |
## 420                0.14 |
## 421                0.42 |
## 422                0.13 |
## 423                0.36 |
## 424                0.66 |
## 425                0.32 |
## 426                0.40 |
## 427                0.15 |
## 428                0.24 |
## 429                0.16 |
## 430                0.16 |
## 431                0.08 |
## 432                0.34 |
## 433                0.14 |
## 434                0.41 |
## 435                0.10 |
## 436                0.14 |
## 437                0.46 |
## 438                0.27 |
## 439                0.26 |
## 440                0.69 |
## 441                0.48 |
## 442                0.04 |
## 443                0.00 |
## 444                0.00 |
## 445                0.01 |
## 446                0.00 |
## 447                0.17 |
## 448                0.16 |
## 449                0.20 |
## 450                0.08 |
## 451                0.08 |
## 452                0.13 |
## 453                0.12 |
## 454                0.15 |
## 455                0.13 |
## 456                0.09 |
## 457                0.08 |
## 458                0.13 |
## 459                0.13 |
## 460                0.13 |
## 461                0.05 |
## 462                0.26 |
## 463                0.20 |
## 464                0.16 |
## 465                0.00 |
## 466                0.03 |
## 467                0.02 |
## 468                0.02 |
## 469                0.00 |
## 470                0.06 |
## 471                0.14 |
## 472                0.00 |
## 473                0.03 |
## 474                0.16 |
## 475                0.01 |
## 476                0.23 |
## 477                0.02 |
## 478                0.00 |
## 479                0.00 |
## 480                0.05 |
## 481                0.00 |
## 482                0.04 |
## 483                0.02 |
## 484                0.08 |
## 485                0.06 |
## 486                0.10 |
## 487                0.02 |
## 488                0.33 |
## 489                0.10 |
## 490                0.36 |
## 491                0.09 |
## 492                0.81 |
## 493                0.00 |
## 494                0.43 |
## 495                0.76 |
## 496                0.05 |
## 497                0.03 |
## 498                0.10 |
## 499                0.18 |
## 500                0.32 |
## 501                0.10 |
## 502                0.41 |
## 503                0.05 |
## 504                0.53 |
## 505                0.28 |
## 506                0.11 |
## 507                0.80 |
## 508                0.45 |
## 509                0.24 |
## 510                0.19 |
## 511                0.28 |
## 512                0.28 |
## 513                0.00 |
## 514                0.26 |
## 515                0.04 |
## 516                0.01 |
## 517                0.08 |
## 518                0.35 |
## 519                0.25 |
## 520                0.43 |
## 521                0.03 |
## 522                0.12 |
## 523                0.55 |
## 524                0.13 |
## 525                0.11 |
## 526                0.62 |
## 527                0.23 |
## 528                0.09 |
## 529                0.06 |
## 530                0.05 |
## 531                0.10 |
## 532                0.04 |
## 533                0.20 |
## 534                0.15 |
## 535                0.01 |
## 536                0.11 |
## 537                0.03 |
## 538                0.02 |
## 539                0.05 |
## 540                0.01 |
## 541                0.00 |
## 542                0.02 |
## 543                0.54 |
## 544                0.48 |
## 545                0.62 |
## 546                0.01 |
## 547                0.07 |
## 548                0.04 |
## 549                0.36 |
## 550                0.19 |
## 551                0.01 |
## 552                0.02 |
## 553                0.00 |
## 554                0.01 |
## 555                0.00 |
## 556                0.06 |
## 557                0.02 |
## 558                0.68 |
## 559                0.10 |
## 560                0.08 |
## 561                0.09 |
## 562                0.00 |
## 563                0.15 |
## 564                0.01 |
## 565                0.00 |
## 566                0.02 |
## 567                0.08 |
## 568                0.21 |
## 569                0.01 |
## 570                0.04 |
## 571                0.33 |
## 572                0.28 |
## 573                0.18 |
## 574                0.09 |
## 575                0.24 |
## 576                0.05 |
## 577                0.13 |
## 578                0.10 |
## 579                0.06 |
## 580                0.02 |
## 581                0.02 |
## 582                0.03 |
## 583                0.01 |
## 584                0.00 |
## 585                0.22 |
## 586                0.02 |
## 587                0.01 |
## 588                0.04 |
## 589                0.07 |
## 590                0.10 |
## 591                0.15 |
## 592                0.45 |
## 593                0.20 |
## 594                0.10 |
## 595                0.18 |
## 596                0.25 |
## 597                0.09 |
## 598                0.12 |
## 599                0.08 |
## 600                0.27 |
## 601                0.28 |
## 602                0.26 |
## 603                0.10 |
## 604                0.10 |
## 605                0.19 |
## 606                0.00 |
## 607                0.13 |
## 608                0.30 |
## 609                0.09 |
## 610                0.29 |
## 611                0.03 |
## 612                0.03 |
## 613                0.16 |
## 614                0.04 |
## 615                0.24 |
## 616                0.14 |
## 617                0.48 |
## 618                0.47 |
## 619                0.09 |
## 620                0.36 |
## 621                0.01 |
## 622                0.17 |
## 623                0.06 |
## 624                0.04 |
## 625                0.04 |
## 626                0.02 |
## 627                0.02 |
## 628                0.80 |
## 629                0.00 |
## 630                0.00 |
## 631                0.06 |
## 
## Variables
##                     Dim.1   ctr  cos2   Dim.2   ctr  cos2   Dim.3   ctr  cos2  
## DBH               |  0.77 13.78  0.60 |  0.06  0.25  0.00 | -0.51 24.58  0.26 |
## Crown diameter    |  0.83 15.75  0.68 |  0.06  0.29  0.00 | -0.38 13.85  0.14 |
## Total height      |  0.79 14.29  0.62 |  0.06  0.27  0.00 | -0.39 14.59  0.15 |
## Tree form         |  0.48  5.33  0.23 |  0.74 40.75  0.54 |  0.33 10.79  0.11 |
## Trunk quality     |  0.67 10.37  0.45 |  0.57 24.58  0.33 |  0.26  6.39  0.07 |
## Fruit production  |  0.81 15.02  0.65 | -0.44 14.52  0.19 |  0.24  5.70  0.06 |
## Fruit quality     |  0.80 14.89  0.65 | -0.44 14.39  0.19 |  0.22  4.61  0.05 |
## Foliage quality   |  0.68 10.57  0.46 | -0.26  4.95  0.07 |  0.45 19.48  0.20 |
## 
## Supplementary categories
##                      Dist   Dim.1  cos2 v.test   Dim.2  cos2 v.test   Dim.3
## CC Ignacio Tavara |  1.90 |  0.03  0.00   0.06 |  1.48  0.60   4.66 | -1.07
## Chanchape         |  1.81 |  0.95  0.28   3.14 | -1.44  0.64  -8.56 |  0.23
## Fundo Valdez      |  1.83 |  0.44  0.06   1.33 | -0.68  0.14  -3.75 | -1.56
## INIA              |  1.43 | -1.26  0.78  -5.83 |  0.60  0.17   4.98 |  0.26
## ISA REP           |  2.38 | -2.23  0.88  -5.56 | -0.13  0.00  -0.58 |  0.37
## KM 190            |  1.32 |  0.85  0.41   2.51 |  0.22  0.03   1.15 | -0.84
## Kurt Beer         |  1.29 |  0.80  0.38   2.96 | -0.80  0.39  -5.40 |  0.45
## Marginal forest   |  0.86 | -0.07  0.01  -0.22 |  0.54  0.40   3.23 |  0.26
## Monte Azul        |  3.40 |  3.27  0.92  12.27 | -0.56  0.03  -3.82 |  0.34
## Pedregal          |  1.02 | -0.37  0.14  -1.35 |  0.77  0.57   4.98 |  0.34
## Rica playa        |  1.60 | -1.48  0.86  -6.34 |  0.49  0.09   3.76 |  0.19
## Saman Chico       |  2.52 |  2.32  0.84   7.36 | -0.52  0.04  -2.99 |  0.67
## SENASA            |  1.89 | -1.67  0.77  -7.32 |  0.22  0.01   1.73 | -0.70
##                    cos2 v.test  
## CC Ignacio Tavara  0.31  -3.81 |
## Chanchape          0.02   1.54 |
## Fundo Valdez       0.72  -9.71 |
## INIA               0.03   2.50 |
## ISA REP            0.02   1.91 |
## KM 190             0.40  -5.07 |
## Kurt Beer          0.12   3.40 |
## Marginal forest    0.10   1.79 |
## Monte Azul         0.01   2.62 |
## Pedregal           0.11   2.48 |
## Rica playa         0.01   1.70 |
## Saman Chico        0.07   4.36 |
## SENASA             0.14  -6.32 |

f5a <- fviz_pca_var(pca,
  # col.var = "contrib", # Color by contributions to the PC
  # gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
  title = "PCA graph of variables",
  repel = TRUE, # Avoid text overlapping
)

grupo <- as.factor(datos$Locality)

f5b <- fviz_pca_ind(pca,
  axes = c(1, 2),
  col.ind = grupo,
  legend.title = "Stations",
  geom.ind = "point",
  title = "PCA graph of individuals",
  repel = FALSE
)

8.2 Figure 6

Principal Component Analysis (PCA). Results of the contributions and correlation of the variables in the Principal Component Analysis (PCA).

fig <- list(f5a, f5b) %>%
  plot_grid(
    plotlist = ., ncol = 2, nrow = 1,
    labels = "auto",
    rel_widths = c(1.1, 1.5)
  )
fig %>%
  ggsave2(
    plot = ., "submission/Figure_6.jpg", units = "cm",
    width = 28,
    height = 12
  )
fig %>%
  ggsave2(
    plot = ., "submission/Figure_6.eps", units = "cm",
    width = 28,
    height = 12
  )

knitr::include_graphics("submission/Figure_6.jpg")